{"id":"W2107268645","doi":"10.7202/1010149ar","title":"La recherche collaborative au service du développement professionnel en ligne","year":2012,"lang":"fr","type":"article","venue":"Éducation et francophonie","topic":"Education, sociology, and vocational training","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Humanities; Political science; Philosophy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.02056994,0.0002721307,0.0002694669,0.00009855629,0.00086617,0.00005806669,0.0003379496,0.0008294626,0.00127015],"category_scores_gemma":[0.004670434,0.0002910323,0.00007475444,0.001742693,0.0005880161,0.0008343878,0.00005254892,0.0007566273,0.001110749],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002259793,"about_ca_system_score_gemma":0.006523146,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002102173,"about_ca_topic_score_gemma":0.001599751,"domain_scores_codex":[0.986164,0.01194222,0.000468664,0.0003592413,0.0004071549,0.0006586865],"domain_scores_gemma":[0.9887387,0.009466286,0.0003609008,0.0002677306,0.0008535663,0.0003128582],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000006323251,0.0008145408,0.01623806,0.0001033883,0.00006628237,1.678302e-7,0.8721089,0.00001415181,0.00009042698,0.07276299,0.02745584,0.01033897],"study_design_scores_gemma":[0.0003132227,0.00002530688,0.06368091,0.0001583078,0.00003780883,0.000002468936,0.5574768,0.00001355424,0.00007263896,0.004653973,0.3732978,0.0002672194],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2794116,0.005548779,0.00123141,0.5529507,0.04203226,0.0008665947,0.00004089745,0.000109385,0.1178084],"genre_scores_gemma":[0.9518438,0.004421159,0.01615145,0.00473811,0.01128274,0.0003901226,0.000130564,0.00004182706,0.01100023],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6724322,"threshold_uncertainty_score":0.9999542,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.504871680621268,"score_gpt":0.5131431799032129,"score_spread":0.008271499281944927,"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."}}