{"id":"W4294203977","doi":"10.4000/rechercheseducations.12353","title":"Les pédagogies « alternatives » au prisme de trois études de cas","year":2022,"lang":"fr","type":"article","venue":"Éduquer","topic":"Education Methods and Practices","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hôpital de l'Enfant-Jésus","funders":"","keywords":"Humanities; Art","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":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003262804,0.0001350438,0.0001614817,0.00006489154,0.001392829,0.0001268314,0.0004041835,0.00007758832,0.00857467],"category_scores_gemma":[0.0007197464,0.000146024,0.0001023213,0.0003177286,0.0003765921,0.0004167631,0.0001301738,0.0004228021,0.00004299819],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00103965,"about_ca_system_score_gemma":0.001181669,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1010299,"about_ca_topic_score_gemma":0.007953782,"domain_scores_codex":[0.9958454,0.00284093,0.0002005232,0.0002494137,0.0003680193,0.0004956779],"domain_scores_gemma":[0.9980009,0.001407687,0.0002191171,0.0001674471,0.00005716531,0.000147691],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001874044,0.0002266676,0.06392823,0.00003528494,0.0000783618,0.00002020511,0.413527,0.0001774587,0.000215624,0.4010095,0.0040328,0.1167301],"study_design_scores_gemma":[0.00008686997,0.00006756181,0.02001576,0.00001197727,0.00004614187,0.00001366073,0.1745816,0.00005854998,0.0002502661,0.02181022,0.7828913,0.0001661482],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.752646,0.00824933,0.001134158,0.1026503,0.002561031,0.0001752477,0.00003072096,0.00006319033,0.1324901],"genre_scores_gemma":[0.8663845,0.001627567,0.03034882,0.001222812,0.001351651,0.00009808312,0.000003645272,0.00002350807,0.09893943],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7788585,"threshold_uncertainty_score":0.9999072,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1691481018533297,"score_gpt":0.4735282751343102,"score_spread":0.3043801732809804,"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."}}