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We define a hybrid strategy that includes classical and ML source identification and characterisation methods, providing catalogues at much higher completeness levels than before. Quality assessment also involves ML techniques. Our source extraction methodology facilitates a systematic and impartial comparison of sensitivity levels across various Herschel fields, a task that was typically beyond the scope of individual programs. We created a high-reliability and a rejected source catalogue for each PACS passband, i.e., at 70, 100, and 160um. With the high-reliability catalogue, we managed to significantly increase the completeness in all bands. At the same time, while the number of high-reliability detections decreased, the number of sources matching with existing catalogues increased, suggesting that the purity is also higher than before. 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FWHM value along the minor axis (-99.999 if gaussian fitting failed)</description><unit>arcsec</unit><ucd>phys.angSize</ucd><dataType xsi:type="vs:VOTableType">float</dataType><flag>nullable</flag></column><column><name>ObsId</name><description>Observation identifier of the map in which the source was detected</description><ucd>meta.id;obs</ucd><dataType xsi:type="vs:VOTableType" arraysize="10*">char</dataType></column><column><name>Band</name><description>PACS photometric band (G1)</description><ucd>instr.bandpass</ucd><dataType xsi:type="vs:VOTableType" arraysize="2*">char</dataType></column><column><name>Level</name><description>Product level of the used map</description><ucd>instr.skyLevel</ucd><dataType xsi:type="vs:VOTableType" arraysize="4*">char</dataType></column><column><name>Mode</name><description>Observation mode of the used map</description><ucd>instr.setup</ucd><dataType xsi:type="vs:VOTableType" arraysize="8*">char</dataType></column></table><table><name>J/A+A/688/A203/blhrcds</name><description>High-reliability BL band catalogue</description><column><name>Band</name><description>PACS photometric band (G1)</description><ucd>instr.bandpass</ucd><dataType xsi:type="vs:VOTableType" arraysize="2*">char</dataType></column><column><name>Level</name><description>Product level of the used map</description><ucd>instr.skyLevel</ucd><dataType xsi:type="vs:VOTableType" arraysize="4*">char</dataType></column><column><name>Mode</name><description>Observation mode of the used map</description><ucd>instr.setup</ucd><dataType xsi:type="vs:VOTableType" arraysize="8*">char</dataType></column><column><name>recno</name><description>Record number assigned by the VizieR team. 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