{"id":"W4407923624","doi":"10.1016/j.psj.2025.104946","title":"Optimization of a hatchery residue fermentation process for potential recovery by black soldier fly larvae","year":2025,"lang":"en","type":"article","venue":"Poultry Science","topic":"Insect Utilization and Effects","field":"Agricultural and Biological Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; Université de Montréal","funders":"Natural Sciences and Engineering Research Council of Canada; Université Laval","keywords":"Residue (chemistry); Hatchery; Fermentation; Larva; Hermetia illucens; Chemistry; Fishery; Biology; Food science; Biochemistry; Ecology; Fish <Actinopterygii>","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.0003837421,0.00007522712,0.00009170091,0.0000277979,0.0002498802,0.00006957437,0.0002137398,0.00005675961,0.00006632051],"category_scores_gemma":[0.0001759817,0.00003527232,0.00003976515,0.0008385199,0.0001611987,0.0003783714,0.00002579811,0.00003591094,0.000002593615],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002777305,"about_ca_system_score_gemma":0.00005707492,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004651682,"about_ca_topic_score_gemma":0.00001081114,"domain_scores_codex":[0.9991471,0.00002978073,0.0001666286,0.0002542436,0.0002093329,0.0001929654],"domain_scores_gemma":[0.9995221,0.00006206401,0.00009142418,0.00003868788,0.0002458507,0.00003982638],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001202928,0.0001118171,0.005525342,0.00006006075,0.000006009548,1.967171e-7,0.0001487484,0.02596688,0.9547505,0.0001836739,0.002903161,0.01022335],"study_design_scores_gemma":[0.00115817,0.0007697123,0.1374206,0.0002261581,0.00005852343,0.000002874938,0.003292653,0.1836519,0.6684442,0.003286405,0.00110505,0.0005837423],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.990678,0.00002865201,0.006567774,0.0007786314,0.0002247382,0.000371768,0.00003794858,0.0000328047,0.001279702],"genre_scores_gemma":[0.9979549,0.00002509341,0.0003693111,0.0004043644,0.00003388531,0.00002102815,0.00007778624,5.449033e-7,0.001113098],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2863062,"threshold_uncertainty_score":0.1921902,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01099500564571223,"score_gpt":0.2611387766680545,"score_spread":0.2501437710223423,"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."}}