{"id":"W4404297361","doi":"10.1522/rhe.v8i5.1638","title":"Que signifient les « besoins des élèves » dans la littérature scientifique? Un examen de la portée.","year":2024,"lang":"fr","type":"article","venue":"Revue hybride de l éducation","topic":"Education, sociology, and vocational training","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Humanities; Art","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00824443,0.0002308424,0.0002039064,0.0001636988,0.0009170068,0.0004774787,0.0003155854,0.0003824428,0.0002321018],"category_scores_gemma":[0.001807605,0.0002667466,0.0001675099,0.0009231547,0.002476037,0.000451857,0.00003151282,0.000546192,0.00006606485],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001400958,"about_ca_system_score_gemma":0.002640008,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001618555,"about_ca_topic_score_gemma":0.0004728908,"domain_scores_codex":[0.9954473,0.002817179,0.0003848127,0.0005610689,0.0002389998,0.0005506119],"domain_scores_gemma":[0.9964189,0.002700771,0.0001511831,0.0002520904,0.0002402711,0.0002367646],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.000001970672,0.0002580496,0.008061779,0.0005287594,0.000074622,0.00001611859,0.4415178,0.00008908354,0.00126542,0.5053329,0.008319586,0.03453394],"study_design_scores_gemma":[0.0001338948,0.00004484737,0.1198637,0.001726966,0.0002473134,0.0002677565,0.4566143,0.0007489892,0.001242618,0.1108603,0.3077013,0.0005480096],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8824471,0.02223205,0.004195101,0.02080387,0.004993741,0.0003331206,0.00005403864,0.0001803357,0.0647606],"genre_scores_gemma":[0.9646761,0.008504968,0.006077119,0.0001895638,0.004193342,0.0001245343,0.0001390046,0.0000429023,0.01605246],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3944726,"threshold_uncertainty_score":0.9999785,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1592019944214869,"score_gpt":0.4176173304326158,"score_spread":0.2584153360111289,"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."}}