{"id":"W4288550754","doi":"","title":"Michel Jébrak Noémie Fayol","year":2019,"lang":"fr","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Metallurgy and Material Science","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"Cobalt; Environmental science; Chemistry; Inorganic chemistry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00145552,0.0007467574,0.0007119933,0.001291986,0.002055895,0.004415248,0.0006216159,0.001785167,0.08185062],"category_scores_gemma":[0.007226884,0.0003389111,0.0002999979,0.0007839354,0.001097373,0.002950059,0.001529095,0.0029133,0.06542884],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00209372,"about_ca_system_score_gemma":0.002685213,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01046978,"about_ca_topic_score_gemma":0.01296057,"domain_scores_codex":[0.9983987,0.0002314688,0.00004588292,0.00039848,0.0007693741,0.0001560641],"domain_scores_gemma":[0.997386,0.0005443763,0.0001185509,0.0001556868,0.00129594,0.0004993363],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004595403,0.00001697171,0.0003250965,0.0001169594,0.000007384343,0.0001080324,0.0002765289,0.0001421194,0.0006558686,0.028357,0.9047424,0.06520562],"study_design_scores_gemma":[0.000002094945,0.000004055355,0.0002297921,0.00003371989,0.000001250641,0.0001109632,0.00007170336,0.00005825668,0.0001961352,0.00180679,0.9974776,0.000007492404],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.006728159,0.1174277,0.01581638,0.2609563,0.08138604,0.0001079396,0.002265946,0.001826211,0.5134854],"genre_scores_gemma":[0.02870077,0.02634791,0.002540528,0.009039392,0.006244414,0.00004241625,0.0006240383,0.0009561645,0.9255044],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9181494,"threshold_uncertainty_score":0.2738176,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01728112040418003,"score_gpt":0.2356288037370641,"score_spread":0.2183476833328841,"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."}}