{"id":"W1601146164","doi":"10.4000/sociologies.132","title":"Décrire, comprendre et expliquer","year":2021,"lang":"fr","type":"article","venue":"SociologieS","topic":"Education, sociology, and vocational training","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Explication; Humanities; Soul; Philosophy; Sociology; Epistemology","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":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002061232,0.0001844473,0.0002828724,0.00002813376,0.0007062354,0.00006239989,0.0002698641,0.0004808432,0.001199467],"category_scores_gemma":[0.002322045,0.0001999741,0.0001886205,0.0002625321,0.003859655,0.0002863249,0.00009475057,0.0004560603,0.0003121597],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001348264,"about_ca_system_score_gemma":0.001039905,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002541008,"about_ca_topic_score_gemma":0.0001446774,"domain_scores_codex":[0.9961216,0.002508911,0.0002778712,0.0003902355,0.0001986966,0.0005027262],"domain_scores_gemma":[0.9957664,0.003461381,0.0001312935,0.0002233664,0.0003283792,0.00008917809],"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":[9.624064e-7,0.0001009426,0.007252661,0.00003103978,0.00007782451,0.000004363744,0.1023052,0.00001473247,0.0000470067,0.851389,0.03316013,0.005616141],"study_design_scores_gemma":[0.0001267604,0.00002727499,0.01546764,0.00005295001,0.00002743448,0.00000419264,0.4541098,0.000004113879,0.0000527856,0.1206215,0.4092885,0.0002170559],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2330255,0.05424686,0.0004744884,0.4485852,0.01779525,0.0001902882,0.00007862473,0.0002985725,0.2453051],"genre_scores_gemma":[0.8743878,0.0275677,0.007885218,0.005677571,0.00477733,0.00006359943,0.0001756722,0.00002460983,0.07944048],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7307675,"threshold_uncertainty_score":0.9997136,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4708598212921273,"score_gpt":0.5355523409916058,"score_spread":0.06469251969947842,"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."}}