{"id":"W4380953604","doi":"","title":"West African context call for rapid implementation of insect meal fir fishmeal substitution [résumé]","year":2022,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Insect Utilization and Effects","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Fish meal; Context (archaeology); Substitution (logic); Fish <Actinopterygii>; Biology; Fishery; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008270027,0.0001878112,0.000144213,0.0002541678,0.001182663,0.0007275895,0.0008495608,0.0009241276,0.04850288],"category_scores_gemma":[0.001530314,0.00009246089,0.0002250311,0.0004660002,0.0006180771,0.0005317785,0.0009783159,0.001361146,0.001292464],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003324592,"about_ca_system_score_gemma":0.01446597,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3630265,"about_ca_topic_score_gemma":0.5248591,"domain_scores_codex":[0.9995234,0.00009920834,0.00002136879,0.00003211647,0.00006477095,0.0002591053],"domain_scores_gemma":[0.9991419,0.0001461951,0.0000925835,0.00004614456,0.0002148023,0.0003583853],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00084715,0.0004431563,0.05092442,0.002459232,0.0001253182,0.003151655,0.00415723,0.0008599317,0.02028002,0.04827406,0.3875313,0.4809465],"study_design_scores_gemma":[0.0001074504,0.0002005892,0.213182,0.001230684,0.00005634138,0.0004891267,0.005497829,0.0003470818,0.001576838,0.002955794,0.774327,0.0000293715],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.3190545,0.01740552,0.004569205,0.3702736,0.006206132,0.0009322219,0.007803567,0.0005787094,0.2731766],"genre_scores_gemma":[0.7237887,0.01102569,0.01105188,0.08667251,0.0007641873,0.0006028937,0.001880964,0.0001041858,0.164109],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.3630265,"threshold_uncertainty_score":0.721827,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03119663321439351,"score_gpt":0.2502764920802754,"score_spread":0.2190798588658819,"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."}}