{"id":"W2942285143","doi":"","title":"Caractéristiques de la population étudiante collégiale : valeurs, besoins, intérêts, occupations, aspirations, choix de carrière. Données provenant du Sondage provincial sur les étudiants des cégeps (SPEC) administré aux étudiants nouvellement admis aux études collégiales à l’automne 2016","year":2018,"lang":"fr","type":"article","venue":"Bibliothèque et Archives nationales du Québec (Québec government)","topic":"Social Sciences and Governance","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Political science; Population; Humanities; Sociology; Demography; Art","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002050198,0.0002294502,0.0003768092,0.00452538,0.003155554,0.002707491,0.0006687776,0.000422828,0.01055608],"category_scores_gemma":[0.007749881,0.0001871835,0.0003148465,0.0108952,0.001054421,0.0007576362,0.001312803,0.0007002295,0.001161495],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01434101,"about_ca_system_score_gemma":0.01937977,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9071146,"about_ca_topic_score_gemma":0.9442506,"domain_scores_codex":[0.9984514,0.0002853645,0.00009869431,0.0001720747,0.0005593034,0.0004331919],"domain_scores_gemma":[0.9945456,0.001024038,0.0007461246,0.0002169612,0.002807152,0.0006601686],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001005285,0.00006381687,0.8563261,0.00046911,0.000115891,0.0002438306,0.03864212,0.0003873139,0.0004660799,0.004850364,0.02833932,0.06999557],"study_design_scores_gemma":[0.000003260561,0.0000168433,0.9573445,0.0001798952,0.0000168057,0.00004088632,0.0166219,0.0001157092,0.00007937965,0.0002304613,0.02533504,0.00001534125],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9116438,0.003860919,0.001004743,0.003472162,0.00007218272,0.0001855889,0.01959402,0.00005633618,0.0601103],"genre_scores_gemma":[0.9643077,0.002211786,0.000906392,0.0002446598,0.00003423564,0.0002021635,0.006360814,0.00002046592,0.02571172],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.985659,"threshold_uncertainty_score":0.1868647,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03379260885337075,"score_gpt":0.2945283560337811,"score_spread":0.2607357471804104,"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."}}