{"id":"W2917468380","doi":"","title":"Values and Commitment in Higher Education in Québec","year":2008,"lang":"fr","type":"article","venue":"Agora débats/jeunesses","topic":"Education, sociology, and vocational training","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sociology; Higher education; Relation (database); Social psychology; Work (physics); Pedagogy; Psychology; Social science; Political science; Computer science; Law","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001014977,0.0001876197,0.0002689418,0.0001624947,0.000402441,0.00003369591,0.000181422,0.0002220327,0.0004980841],"category_scores_gemma":[0.0002913922,0.0002086462,0.0000391198,0.0005362772,0.00162159,0.0004466135,0.00003205354,0.0002350447,0.00005933287],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003609926,"about_ca_system_score_gemma":0.002461889,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.103479,"about_ca_topic_score_gemma":0.0323639,"domain_scores_codex":[0.9979832,0.0006928244,0.0003789409,0.0003507459,0.0002153807,0.0003788867],"domain_scores_gemma":[0.9981173,0.001365712,0.0001342785,0.0001565609,0.0001157017,0.000110498],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000006532469,0.000879236,0.7294506,0.00009035826,0.00002167121,0.000005222705,0.1422476,0.00001927269,0.00001100229,0.108614,0.008082646,0.01057193],"study_design_scores_gemma":[0.000320711,0.00004550264,0.7526169,0.0001791128,0.0000162565,0.000007592594,0.09326684,0.000007086472,0.00001105487,0.01366505,0.1396077,0.0002561986],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8887706,0.02649538,0.000002571331,0.06722581,0.004228081,0.0002514577,0.00000547202,0.00002573322,0.01299491],"genre_scores_gemma":[0.9597735,0.009236914,0.0005230779,0.0009499016,0.001809175,0.00009021888,0.00003018766,0.00001615673,0.02757088],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.131525,"threshold_uncertainty_score":0.9852929,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2369107630571345,"score_gpt":0.435769924834605,"score_spread":0.1988591617774705,"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."}}