{"id":"W3163366958","doi":"10.4000/ree.5085","title":"Situation d’apprentissage et conceptualisation","year":2011,"lang":"fr","type":"article","venue":"Recherches en éducation","topic":"Education, sociology, and vocational training","field":"Social Sciences","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01218854,0.0002021411,0.000189025,0.0001079229,0.0003604236,0.00005325061,0.0002588174,0.0006008511,0.001593028],"category_scores_gemma":[0.004096665,0.0002483115,0.0001041614,0.0005157072,0.0009008371,0.000937142,0.00002225666,0.0004335296,0.0004954712],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001198113,"about_ca_system_score_gemma":0.001377641,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002324908,"about_ca_topic_score_gemma":0.0004104296,"domain_scores_codex":[0.9913278,0.007191467,0.0004278148,0.0004024018,0.0002981692,0.0003523143],"domain_scores_gemma":[0.9958026,0.003148562,0.0003215628,0.0002448673,0.0003536482,0.0001287731],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000002309687,0.0002127966,0.00114814,0.00002706796,0.00003074969,9.037497e-8,0.5727131,0.000002770702,0.000114036,0.3969052,0.001853684,0.02699004],"study_design_scores_gemma":[0.0003552253,0.0001098769,0.06085946,0.0001828138,0.0001657304,0.000004764044,0.6910901,0.000127126,0.0006317764,0.12631,0.119611,0.0005521798],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3729984,0.00440413,0.01708544,0.06282149,0.02020035,0.001003955,0.00002607395,0.000273817,0.5211864],"genre_scores_gemma":[0.9376016,0.003536039,0.0215863,0.0004937882,0.003044805,0.0001146804,0.0002980504,0.00003299464,0.0332917],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5646033,"threshold_uncertainty_score":0.9999969,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7389773677797495,"score_gpt":0.5412319155841774,"score_spread":0.1977454521955722,"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."}}