{"id":"W4287122698","doi":"","title":"Comparaison des prédictions de la production de protéine du lait pour des fermes québécoises par différents modèles de formulation","year":2021,"lang":"fr","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Agriculture and Rural Development Research","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Agriculture and Agri-Food Canada","funders":"","keywords":"Production (economics); Milk production; Computer science; Environmental science; Animal science; Economics; Biology; Microeconomics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001900656,0.001308482,0.000996162,0.000864895,0.00115462,0.001770277,0.001159332,0.002749014,0.002859037],"category_scores_gemma":[0.003575657,0.0006175669,0.001525794,0.0007732534,0.0008486066,0.0007372782,0.0004450815,0.001007316,0.0005279079],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005767133,"about_ca_system_score_gemma":0.003466455,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4731639,"about_ca_topic_score_gemma":0.2951866,"domain_scores_codex":[0.9994537,0.0002035474,0.00002531332,0.000125885,0.00009612714,0.00009547981],"domain_scores_gemma":[0.9959537,0.002998188,0.0001289194,0.0001311103,0.0006421991,0.0001459076],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001739903,0.00004172494,0.002788452,0.00003889567,0.00004427315,0.00002912467,0.00002787,0.9930928,0.001032704,0.0002828453,0.0002442943,0.002202945],"study_design_scores_gemma":[0.00003405286,0.00006480166,0.004173582,0.000009759666,0.00002053114,0.000006911741,0.00004517776,0.9942005,0.001067818,0.0001622103,0.0001949565,0.00001977962],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9723569,0.0006017608,0.01964586,0.0005088722,0.00007776947,0.00005302188,0.00126159,0.0003849682,0.00510937],"genre_scores_gemma":[0.989907,0.0002036141,0.005468122,0.00008123081,0.00001218226,0.0001063062,0.001019701,0.00007777147,0.003124093],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.526836,"threshold_uncertainty_score":0.9408196,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02339538105788648,"score_gpt":0.2440902564094724,"score_spread":0.2206948753515859,"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."}}