{"id":"W4312650242","doi":"10.7202/1092838ar","title":"Introduction","year":2022,"lang":"fr","type":"article","venue":"Enjeux et société Approches transdisciplinaires","topic":"Education, sociology, and vocational training","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Trois-Rivières","funders":"","keywords":"Humanities; Coaching; Political science; Sociology; Philosophy; Psychology","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","sts","insufficient_payload"],"consensus_categories":["sts"],"category_scores_codex":[0.005694629,0.0003383423,0.0003806327,0.0001255707,0.00374028,0.00008993708,0.0006395663,0.0002380271,0.005893673],"category_scores_gemma":[0.0003966468,0.0004186579,0.0003500114,0.0009226091,0.002903783,0.0005133311,0.0001353652,0.001044403,0.0001068761],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005151115,"about_ca_system_score_gemma":0.0009265643,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002610041,"about_ca_topic_score_gemma":0.0001464517,"domain_scores_codex":[0.9945948,0.002541436,0.0005293917,0.000788909,0.0007998591,0.0007456676],"domain_scores_gemma":[0.9977431,0.001311231,0.0002507212,0.0003368591,0.0001670978,0.0001909726],"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":[0.00001570186,0.0004776096,0.0001266074,0.0001004169,0.0001070191,0.000001122292,0.4508571,0.0006546053,0.00005861039,0.5072108,0.0255241,0.01486625],"study_design_scores_gemma":[0.0003654696,0.000125892,0.003768472,0.00001944744,0.00009801245,0.00001039371,0.4427208,0.00005680044,0.00002584601,0.06689492,0.4855332,0.0003807663],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2231534,0.01522244,0.001931606,0.6647876,0.02641817,0.0008472198,0.0001366923,0.000346968,0.06715591],"genre_scores_gemma":[0.9256499,0.001897435,0.003683457,0.001231668,0.01865561,0.0006251957,0.0002805419,0.00007326719,0.04790289],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7024965,"threshold_uncertainty_score":0.9998266,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1525953104959508,"score_gpt":0.4508069314635276,"score_spread":0.2982116209675768,"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."}}