{"id":"W2062042622","doi":"10.7202/1024956ar","title":"Assessment for Learning","year":2009,"lang":"fr","type":"article","venue":"Mesure et évaluation en éducation","topic":"Student Assessment and Feedback","field":"Social Sciences","cited_by":39,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Computer science; Psychology","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":[],"consensus_categories":[],"category_scores_codex":[0.01593795,0.0001712598,0.0001908949,0.00009957992,0.0005289129,0.0001893182,0.0001763161,0.0001958152,0.0008831416],"category_scores_gemma":[0.0006683972,0.0001962868,0.0001290572,0.0004105149,0.00005700118,0.000626601,0.00001209261,0.0002410442,0.0001234914],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007353537,"about_ca_system_score_gemma":0.001082799,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001119543,"about_ca_topic_score_gemma":0.000151462,"domain_scores_codex":[0.9951535,0.003083307,0.0003510638,0.0003320586,0.0007497236,0.0003303528],"domain_scores_gemma":[0.9984018,0.0007304426,0.0002712772,0.0001422762,0.0003808424,0.00007337344],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00001934052,0.0007590725,0.02545346,0.00004552981,0.00008585391,3.207e-7,0.318086,0.001220592,0.001023044,0.3316874,0.03863056,0.2829889],"study_design_scores_gemma":[0.0006173564,0.0002722929,0.7964701,0.00005727203,0.0001519268,4.074747e-7,0.009778194,0.004303751,0.00003059011,0.01606142,0.1720047,0.0002519871],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2367624,0.002146576,0.144533,0.3532302,0.01486443,0.003312492,0.00001593292,0.0002806583,0.2448543],"genre_scores_gemma":[0.9275457,0.0004916319,0.0119698,0.0006501107,0.001240872,0.00007482358,0.0002321832,0.00001558712,0.05777927],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7710167,"threshold_uncertainty_score":0.9669781,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08600414387348224,"score_gpt":0.4687292714730582,"score_spread":0.3827251275995759,"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."}}