{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["sts","insufficient_payload"],"category_scores_codex":[0.002781436,0.0005839115,0.000497357,0.0003149046,0.003854536,0.0009592824,0.002120595,0.001167099,0.02038614],"category_scores_gemma":[0.0006094129,0.0005427646,0.0002531654,0.0007026193,0.00541618,0.0007579731,0.0001153325,0.0009612273,0.01321994],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00284136,"about_ca_system_score_gemma":0.001847782,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003547184,"about_ca_topic_score_gemma":0.0003618828,"domain_scores_codex":[0.9945061,0.001590317,0.000735588,0.001367779,0.0006620752,0.001138141],"domain_scores_gemma":[0.9964646,0.0008678731,0.001097293,0.0008733771,0.0003313853,0.0003654452],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.00009017702,0.0018693,0.1094689,0.0004401917,0.0002457738,0.00001111016,0.05270183,0.0005021596,0.0005572103,0.07016266,0.6079602,0.1559905],"study_design_scores_gemma":[0.0003615718,0.0003762596,0.4824461,0.0003492675,0.00008951972,0.00006098998,0.00656702,0.0004426001,0.00002287172,0.03361935,0.4750755,0.0005890463],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.3964858,0.002814232,0.002172758,0.01064417,0.01940789,0.0004852489,0.00008980351,0.0000468883,0.5678532],"genre_scores_gemma":[0.4205477,0.0009332003,0.01273491,0.001755105,0.002965968,0.000275767,0.0005147582,0.00004494432,0.5602276],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3729771,"threshold_uncertainty_score":0.9997024,"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."}}