{"id":"W2752436482","doi":"10.18162/ritpu.2009.168","title":"10.18162/ritpu.2009.168","year":2016,"lang":"fr","type":"dataset","venue":"","topic":"Education, sociology, and vocational training","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001162129,0.002131275,0.001132239,0.004932876,0.001136501,0.003422657,0.002583269,0.001946385,0.3101025],"category_scores_gemma":[0.004152971,0.0009715678,0.001318508,0.006376618,0.0004146125,0.002119566,0.002549148,0.001482712,0.6020682],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001564229,"about_ca_system_score_gemma":0.001952644,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02749113,"about_ca_topic_score_gemma":0.03439376,"domain_scores_codex":[0.9988412,0.0001622586,0.0001262964,0.0003528459,0.0002994188,0.0002178802],"domain_scores_gemma":[0.9984787,0.0003179677,0.0001210442,0.0006065132,0.0003083539,0.0001673143],"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":[0.00006758247,0.00004586511,0.001374101,0.000345254,0.00001628913,0.00002939903,0.00004742069,0.0002255933,0.0001984822,0.0005102626,0.9770134,0.02012642],"study_design_scores_gemma":[0.00007575603,0.00001782132,0.003226514,0.0001358598,0.00001171152,0.00007082794,0.0001098688,0.0005670795,0.0004855685,0.0004947712,0.9947845,0.00001980142],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.0007635271,0.0001933259,0.0005328384,0.000151321,0.000105238,0.00004123124,0.9842479,0.003727056,0.01023763],"genre_scores_gemma":[0.001081835,0.0001666215,0.0009349144,0.00007281106,0.00001864997,0.00009718652,0.9864849,0.0004293132,0.01071384],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.6898975,"threshold_uncertainty_score":0.984055,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2500777470638363,"score_gpt":0.4760261884458579,"score_spread":0.2259484413820216,"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."}}