{"id":"W4403512421","doi":"10.7202/1113427ar","title":"Avant-propos de la nouvelle direction","year":2023,"lang":"fr","type":"article","venue":"Kinephanos Revue d études des médias et de culture populaire","topic":"Education, sociology, and vocational training","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université du Québec en Abitibi-Témiscamingue","funders":"","keywords":"Geology","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"],"consensus_categories":[],"category_scores_codex":[0.003449745,0.0003528129,0.0003657985,0.0001381661,0.001236644,0.0001720295,0.0004251107,0.0007784815,0.0005805881],"category_scores_gemma":[0.002192224,0.000376788,0.0002825194,0.001018143,0.001728894,0.0004100498,0.00007019597,0.00062843,0.0005101408],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008375302,"about_ca_system_score_gemma":0.0007548882,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001793556,"about_ca_topic_score_gemma":0.001398683,"domain_scores_codex":[0.99547,0.002385291,0.0004166006,0.0005451804,0.0002936258,0.0008892527],"domain_scores_gemma":[0.9979964,0.0009469973,0.0002319219,0.0002528184,0.0002558742,0.0003159588],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001602478,0.0005195984,0.03595321,0.0005698976,0.0002604818,0.00006366969,0.3423249,0.0004993516,0.002036877,0.5194013,0.08105025,0.01730442],"study_design_scores_gemma":[0.0004225782,0.0001197707,0.07945792,0.0006278223,0.000191733,0.0001118045,0.0833918,0.0004596651,0.0001017206,0.01195377,0.8225182,0.0006432211],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6739028,0.01105347,0.0007969866,0.06584153,0.02096034,0.00145053,0.0001879388,0.001641586,0.2241648],"genre_scores_gemma":[0.8363653,0.01557759,0.01133354,0.001642292,0.007376874,0.0002229029,0.0002752439,0.0000945716,0.1271116],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.741468,"threshold_uncertainty_score":0.9998684,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1580528630607637,"score_gpt":0.4351218865870365,"score_spread":0.2770690235262728,"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."}}