{"id":"W4389722086","doi":"10.7202/1108079ar","title":"Perspectives de recherche en sociométrie axées sur le développement de l’éducation inclusive et de pratiques accessibles visant les élèves les plus vulnérables sur le plan de l’intégration sociale à l’école","year":2023,"lang":"fr","type":"article","venue":"Enfance en difficulté","topic":"Education, sociology, and vocational training","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Université du Québec à Rimouski","funders":"","keywords":"Humanities; Political science; Sociology; 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":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.01119897,0.0003843332,0.0004162883,0.0001765887,0.002152293,0.0002904965,0.0005821013,0.0009892955,0.00009106647],"category_scores_gemma":[0.007826897,0.0004260154,0.0001837856,0.0008320006,0.001095942,0.0008655742,0.0001222215,0.0009123433,0.00002020205],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.00533016,"about_ca_system_score_gemma":0.01845068,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01278115,"about_ca_topic_score_gemma":0.01715165,"domain_scores_codex":[0.9889349,0.00852282,0.0005265831,0.0006267231,0.0004230537,0.0009659665],"domain_scores_gemma":[0.991075,0.007644877,0.0004453353,0.0002026706,0.0004301562,0.0002019379],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001878338,0.0005309063,0.02280591,0.0001339065,0.0001557698,0.000002717612,0.8443288,0.001570819,0.004683035,0.1027348,0.01643269,0.006601928],"study_design_scores_gemma":[0.0004975672,0.00005449869,0.2633879,0.0002251795,0.00005271787,0.00000364586,0.6967757,0.0007997478,0.002508597,0.0291084,0.006188978,0.000397148],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8648764,0.002379295,0.004206387,0.1240136,0.0005819413,0.0004796518,0.00006616935,0.0002921812,0.00310431],"genre_scores_gemma":[0.9565569,0.01880392,0.0144827,0.0005598167,0.002830781,0.0004684947,0.0003356574,0.0000605639,0.005901179],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.240582,"threshold_uncertainty_score":0.9998192,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3978158809415943,"score_gpt":0.5242141919613342,"score_spread":0.1263983110197399,"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."}}