{"id":"W2027360642","doi":"10.7202/056238ar","title":"La rentabilité des études collégiales","year":2005,"lang":"fr","type":"article","venue":"Recherches sociographiques","topic":"Education, sociology, and vocational training","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Political science; Humanities; Philosophy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.01068836,0.0003037121,0.0003471714,0.0001911361,0.0008761009,0.000111495,0.0004177789,0.001073317,0.0002957137],"category_scores_gemma":[0.002252557,0.0003384118,0.0004295439,0.001069519,0.009599924,0.000602203,0.0000448287,0.0007369564,0.00007141205],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002442782,"about_ca_system_score_gemma":0.0007716219,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008578089,"about_ca_topic_score_gemma":0.01411552,"domain_scores_codex":[0.9913536,0.006751268,0.0004624237,0.0004688648,0.000316304,0.0006474949],"domain_scores_gemma":[0.9901502,0.008832763,0.0001943122,0.0002373909,0.0003514613,0.0002339026],"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":[0.000005540869,0.000572483,0.1323127,0.0001254902,0.0002107631,6.274872e-7,0.2997594,0.000003510018,0.00007077246,0.4674104,0.003726495,0.0958018],"study_design_scores_gemma":[0.0002812071,0.000117184,0.09953797,0.0003327296,0.0001633215,0.000007324272,0.1885395,0.0000116601,0.000175868,0.1448707,0.5653338,0.0006288179],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8038949,0.04340798,0.0001191867,0.06017682,0.001139031,0.0003400672,0.00002504439,0.0003096587,0.09058731],"genre_scores_gemma":[0.8779316,0.06959909,0.03874752,0.000639299,0.005234899,0.0001016636,0.00002472989,0.00004314834,0.007678077],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5616072,"threshold_uncertainty_score":0.9999068,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4751121281739518,"score_gpt":0.5077015503161881,"score_spread":0.03258942214223631,"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."}}