{"id":"W4391894539","doi":"10.18162/fp.2023.a314","title":"Utilisation de contextes fantaisistes dans les problèmes écrits mathématiques au sein des cahiers d’apprentissage du primaire","year":2023,"lang":"fr","type":"article","venue":"Formation et profession","topic":"Education, sociology, and vocational training","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Rimouski","funders":"","keywords":"Humanities; Psychology; 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":["sts"],"consensus_categories":[],"category_scores_codex":[0.005820903,0.0002423438,0.0002389637,0.000186381,0.002646633,0.0001247898,0.0002594454,0.0004643881,0.0001171289],"category_scores_gemma":[0.001534302,0.0002409084,0.0001135666,0.0006790328,0.001547507,0.00229378,0.00005239049,0.0003681235,0.0001117497],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007681284,"about_ca_system_score_gemma":0.0007437466,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007370094,"about_ca_topic_score_gemma":0.0007714411,"domain_scores_codex":[0.9954652,0.002660298,0.000600985,0.0002756881,0.0004112263,0.0005866346],"domain_scores_gemma":[0.9976078,0.001282258,0.0004448527,0.000158509,0.0003611971,0.0001453264],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000007696745,0.0001048834,0.04787837,0.0007387352,0.00002532681,7.007457e-7,0.7587154,0.00005196727,0.0006642888,0.1678965,0.002496663,0.02141947],"study_design_scores_gemma":[0.0003164044,0.00006667073,0.1653281,0.0012945,0.00004751043,0.000007292764,0.7952582,0.003092912,0.0009528107,0.02526393,0.008080957,0.0002906529],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9398937,0.0005839638,0.0113424,0.03462139,0.002143602,0.0007321374,0.00004748602,0.000383856,0.0102515],"genre_scores_gemma":[0.9861858,0.002505731,0.003087462,0.0002178395,0.0007924406,0.0002319846,0.000655687,0.00002989389,0.006293168],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1426326,"threshold_uncertainty_score":0.9986518,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1490339589727158,"score_gpt":0.4369264945833189,"score_spread":0.2878925356106031,"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."}}