{"id":"W3180406083","doi":"10.7202/1078501ar","title":"Note de recherche","year":2021,"lang":"fr","type":"article","venue":"Enjeux et société Approches transdisciplinaires","topic":"Social Sciences and Governance","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université TÉLUQ; Université du Québec à Trois-Rivières; Université de Montréal","funders":"","keywords":"Humanities; Physics; Political science; Philosophy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004637983,0.0004389979,0.0005548385,0.00003544824,0.0011517,0.0003362517,0.0008697122,0.001216585,0.00186649],"category_scores_gemma":[0.001446681,0.0004824859,0.0006191657,0.001800637,0.002127624,0.0007562247,0.0001577915,0.001369151,0.0002116471],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001324464,"about_ca_system_score_gemma":0.005867112,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005270579,"about_ca_topic_score_gemma":0.03297983,"domain_scores_codex":[0.9934655,0.002644976,0.0005207907,0.0009275592,0.001021827,0.00141935],"domain_scores_gemma":[0.9967688,0.001762574,0.0002393065,0.0004272264,0.0002897087,0.0005123374],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002840155,0.0004606167,0.0003994444,0.0002318647,0.00008238357,0.00008555688,0.556911,0.0001112724,0.0007428948,0.25102,0.01163009,0.1782965],"study_design_scores_gemma":[0.0008993422,0.00009866686,0.02273542,0.0005084154,0.0002133609,0.00002350257,0.1246925,0.0003040442,0.00324445,0.4934101,0.3527853,0.001084925],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2037511,0.05607228,0.01947599,0.3976048,0.00495227,0.0005314927,0.0001267303,0.0003280039,0.3171574],"genre_scores_gemma":[0.7608277,0.02065704,0.03842314,0.004232931,0.002893814,0.0001142617,0.00002442122,0.000103394,0.1727233],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5570766,"threshold_uncertainty_score":0.9997687,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2024815219162871,"score_gpt":0.4653372790044435,"score_spread":0.2628557570881563,"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."}}