{"id":"W4297494249","doi":"10.1522/rhe.v6i1.1230","title":"L' apprentissage en profondeur : une voie prometteuse pour développer les compétences du 21e siècle à l'école St-Vincent","year":2022,"lang":"fr","type":"article","venue":"Revue hybride de l éducation","topic":"Education, sociology, and vocational training","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Association Québécoise des Enseignantes et des Enseignants du Primaire; Commission Scolaire des Hautes Rivières","funders":"","keywords":"Humanities; Political science; Philosophy; 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","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004741003,0.0002721449,0.0003239481,0.0001672369,0.002289777,0.0001157001,0.0006664264,0.0001377136,0.001440919],"category_scores_gemma":[0.001156914,0.0003458452,0.0001640715,0.001016145,0.0007160921,0.0004109344,0.000138835,0.0005698079,0.0001304246],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002260521,"about_ca_system_score_gemma":0.001902565,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002873319,"about_ca_topic_score_gemma":0.0005471777,"domain_scores_codex":[0.9949697,0.00270646,0.0005771586,0.0006350781,0.0004473475,0.0006642028],"domain_scores_gemma":[0.9973377,0.001350006,0.0004696613,0.0003347292,0.0003002059,0.0002076943],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003183275,0.002449383,0.1373341,0.000522278,0.000211067,0.000014382,0.4042124,0.001786266,0.0004456429,0.3294284,0.08746915,0.03609505],"study_design_scores_gemma":[0.0003617914,0.0001534568,0.1031036,0.0001536707,0.0001348924,0.00006978016,0.4766083,0.001287181,0.00007076924,0.01432751,0.4031911,0.0005379762],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7309659,0.002321616,0.000730499,0.2550243,0.006578657,0.0007837657,0.00009861028,0.000102178,0.003394424],"genre_scores_gemma":[0.9670215,0.00105328,0.004868402,0.0007514584,0.004648721,0.0006793739,0.0003752279,0.00004662487,0.02055538],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3157219,"threshold_uncertainty_score":0.9998993,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1862161397787578,"score_gpt":0.4096341801882966,"score_spread":0.2234180404095389,"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."}}