{"id":"W3182566953","doi":"10.7202/1078486ar","title":"Préface","year":2021,"lang":"fr","type":"article","venue":"Enjeux et société Approches transdisciplinaires","topic":"Education, sociology, and vocational training","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Humanities; Political science; Art","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["sts"],"category_scores_codex":[0.002988525,0.0004151663,0.0005044602,0.0000619307,0.001391541,0.0001750637,0.000507515,0.0006273435,0.001668852],"category_scores_gemma":[0.001023665,0.0004843276,0.0004582117,0.0008505392,0.003695959,0.000598685,0.00008352324,0.0007325606,0.000239789],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002168951,"about_ca_system_score_gemma":0.002157132,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001452801,"about_ca_topic_score_gemma":0.0006107929,"domain_scores_codex":[0.9952597,0.001793144,0.0005774621,0.0008477174,0.0006291367,0.0008928373],"domain_scores_gemma":[0.9958865,0.002712587,0.0002007049,0.0004042093,0.000482107,0.0003139093],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.000005586298,0.0004779392,0.0003461976,0.0002655397,0.0001678774,0.000007031427,0.4576237,0.00006150868,0.0001395156,0.5208658,0.004516565,0.01552275],"study_design_scores_gemma":[0.0007134894,0.00006382672,0.01603637,0.000355309,0.0002144949,0.00001808627,0.5759819,0.00004700388,0.0005316727,0.1389045,0.2663862,0.0007471995],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2558591,0.06090169,0.005045314,0.3900456,0.01360036,0.0006357788,0.0001112494,0.0003625214,0.2734384],"genre_scores_gemma":[0.88888,0.01110635,0.01581904,0.001931284,0.006453227,0.0001637167,0.0001991382,0.0000865822,0.07536066],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6330209,"threshold_uncertainty_score":0.9999085,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.201032474026114,"score_gpt":0.4775652008392322,"score_spread":0.2765327268131181,"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."}}