{"id":"W4375936274","doi":"10.7202/1098350ar","title":"[ Sans Titre - No Title ]Piché, V., Le Bourdais, C., Marcoux, R. et Ouellette, N. (dir.) (2022). L’éclairage de la démographie. Mesurer pour mieux comprendre les enjeux sociaux. Presses de l’Université de Montréal","year":2022,"lang":"fr","type":"article","venue":"Revue des sciences de l éducation","topic":"Education, sociology, and vocational training","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Rimouski","funders":"","keywords":"Humanities; Sociology; Art","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002651706,0.001948151,0.001657549,0.00487524,0.003427142,0.008884051,0.004156084,0.004556847,0.2027488],"category_scores_gemma":[0.01708523,0.0009041533,0.0014346,0.008664092,0.002405176,0.00934104,0.003286494,0.007855644,0.1680958],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006354433,"about_ca_system_score_gemma":0.008428151,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07654517,"about_ca_topic_score_gemma":0.1038299,"domain_scores_codex":[0.9958795,0.0006617454,0.0003633834,0.0005190484,0.002188681,0.0003876054],"domain_scores_gemma":[0.9838006,0.002658623,0.001490659,0.0008395929,0.01025,0.0009605493],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001430813,0.000005746464,0.0001233864,0.0003643796,0.000008511777,0.00001996568,0.000136068,0.00001315638,0.00006241253,0.003235278,0.9808277,0.01518897],"study_design_scores_gemma":[0.000003772048,0.000007350866,0.0004834511,0.0005698171,0.000006563897,0.00004609727,0.000140689,0.00001161658,0.00006200469,0.00057245,0.9980866,0.000009704976],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"other","genre_scores_codex":[0.0005075287,0.2894218,0.002278333,0.1657008,0.2924041,0.0001852424,0.007036588,0.000653193,0.2418125],"genre_scores_gemma":[0.008739817,0.2343983,0.002107658,0.04404935,0.06929914,0.0003612192,0.006793979,0.0009853714,0.6332652],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.2027488,"threshold_uncertainty_score":0.6782622,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2303428757140549,"score_gpt":0.4223287650031259,"score_spread":0.1919858892890711,"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."}}