{"id":"W4245408620","doi":"10.4000/dse.1639","title":"CLASS(e) en observation","year":2017,"lang":"fr","type":"paratext","venue":"Les dossiers des sciences de l éducation","topic":"Educational and Psychological Assessments","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","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":[0.002398628,0.000750727,0.0006304357,0.001641302,0.002778603,0.002323349,0.001704985,0.001207117,0.2236521],"category_scores_gemma":[0.006575696,0.0004623393,0.0006722894,0.001071802,0.0008318682,0.001835815,0.003833175,0.002245429,0.06382965],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001978219,"about_ca_system_score_gemma":0.004048627,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0142229,"about_ca_topic_score_gemma":0.02166906,"domain_scores_codex":[0.9968919,0.0005080277,0.0002436066,0.001065881,0.0007963471,0.0004942505],"domain_scores_gemma":[0.9950877,0.000627396,0.0003283941,0.0008721712,0.002185732,0.0008987042],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00204857,0.001731119,0.04308302,0.001018344,0.00005098208,0.001800778,0.02812793,0.000322824,0.01779539,0.01189828,0.2523144,0.6398082],"study_design_scores_gemma":[0.0002257366,0.0007846716,0.04897451,0.0003756141,0.00003885994,0.000520684,0.01478516,0.0006176687,0.008547372,0.002977032,0.9220285,0.0001242299],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2707191,0.00135551,0.04152513,0.00885361,0.006389733,0.009743765,0.02879646,0.006337403,0.6262794],"genre_scores_gemma":[0.232447,0.0006044979,0.02066051,0.002276171,0.0004334873,0.003789965,0.00645362,0.0005441585,0.7327906],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.2236521,"threshold_uncertainty_score":0.7481909,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5268747450409247,"score_gpt":0.5523532359046632,"score_spread":0.02547849086373855,"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."}}