{"id":"W4378084495","doi":"10.25134/empowerment.v6i01.6829","title":"Pelatihan Usaha Budidaya Maggot sebagai Bahan Pakan bagi Peternak Lele","year":2023,"lang":"en","type":"article","venue":"Empowerment Jurnal Pengabdian Masyarakat","topic":"Aquatic life and conservation","field":"Agricultural and Biological Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"WiLAN (Canada)","funders":"","keywords":"Catfish; Agricultural science; Business; Biology; Fishery; Fish <Actinopterygii>","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006214325,0.0003297443,0.0003090334,0.000063581,0.0005147065,0.0002479708,0.0005080359,0.0001398765,0.003005433],"category_scores_gemma":[0.00007845851,0.0001565314,0.0002308582,0.0008254076,0.00008237171,0.0004199815,0.0001754866,0.0003100678,0.003047509],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008345706,"about_ca_system_score_gemma":0.0000366245,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002378397,"about_ca_topic_score_gemma":0.000480797,"domain_scores_codex":[0.9973959,0.0001830107,0.0005035768,0.000537472,0.000661667,0.0007184124],"domain_scores_gemma":[0.9989557,0.0002462204,0.0002072083,0.0001679035,0.00008208603,0.0003408714],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002574612,0.0004857312,0.3998314,0.00006788742,0.0002136501,0.0007497339,0.002373676,0.00006348174,0.247228,0.002062747,0.1493759,0.1972902],"study_design_scores_gemma":[0.0005825317,0.0005835881,0.7845755,0.00009033557,0.00004307908,0.00006338931,0.002022522,0.0008840559,0.002733163,0.002208392,0.2054564,0.0007570484],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9802366,0.00005593506,0.000007468582,0.007517185,0.0005056963,0.0003640901,0.00004767618,0.0002706569,0.01099468],"genre_scores_gemma":[0.9824864,0.0001069352,0.00005702525,0.001508946,0.0007954223,0.00003957766,0.0003040036,0.000005815463,0.01469589],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.384744,"threshold_uncertainty_score":0.997906,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02375392325410837,"score_gpt":0.2311511617036129,"score_spread":0.2073972384495046,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}