{"id":"W2138567137","doi":"10.4000/ripes.243","title":"Pédagogie universitaire et didactique des mathématiques","year":2009,"lang":"fr","type":"article","venue":"Revue internationale de pédagogie de l’enseignement supérieur","topic":"Education, sociology, and vocational training","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec en Abitibi-Témiscamingue","funders":"","keywords":"Humanities; Art; Sociology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007180325,0.0007777576,0.0007993394,0.00289415,0.003955116,0.01076684,0.001252332,0.002825521,0.02128528],"category_scores_gemma":[0.01745417,0.0005514349,0.0008351288,0.003562293,0.01892178,0.009169232,0.005705523,0.007095118,0.005404641],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0109252,"about_ca_system_score_gemma":0.01083703,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009854992,"about_ca_topic_score_gemma":0.0087415,"domain_scores_codex":[0.9908173,0.005828939,0.0004340053,0.0009624311,0.001475083,0.0004823024],"domain_scores_gemma":[0.9875097,0.0074477,0.0008032784,0.001805021,0.001460127,0.0009742707],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001715548,0.00003423345,0.001149939,0.0003001038,0.00001074006,0.00008087273,0.01021116,0.0005298677,0.0004398176,0.9420357,0.005693975,0.03949643],"study_design_scores_gemma":[0.00001734204,0.000047308,0.003961492,0.0008106724,0.00001101666,0.0003717182,0.006810377,0.00142253,0.001271901,0.3021311,0.6830907,0.00005374919],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.04907851,0.04912792,0.1721468,0.05433992,0.00229898,0.0001915167,0.000326428,0.0006387443,0.6718511],"genre_scores_gemma":[0.7075893,0.04831541,0.09306125,0.004459984,0.001249182,0.0005628858,0.0003682399,0.0005551318,0.1438386],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02128528,"threshold_uncertainty_score":0.07926828,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.153127237825238,"score_gpt":0.423111244461222,"score_spread":0.269984006635984,"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."}}