{"id":"W4220892735","doi":"10.18162/fp.2022.776","title":"Introduction au dossier - Travailler en contexte scolaire marqué par la diversité ethnoculturelle : des prescriptions au savoir-agir","year":2022,"lang":"fr","type":"article","venue":"Formation et profession","topic":"Multiculturalism, Politics, Migration, Gender","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"Political science","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":[0.00251194,0.0003117097,0.0002697185,0.0001452054,0.00637842,0.0001531611,0.0003554443,0.0003518113,0.003672451],"category_scores_gemma":[0.0003500339,0.000289376,0.000178194,0.0005454384,0.001009993,0.003363105,0.0003092221,0.0008425652,0.0002795848],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006778128,"about_ca_system_score_gemma":0.001220757,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007124076,"about_ca_topic_score_gemma":0.007060336,"domain_scores_codex":[0.9930869,0.004278223,0.0006306758,0.0004159184,0.0008802521,0.0007080181],"domain_scores_gemma":[0.9984457,0.0001858317,0.0004606845,0.0003000513,0.0003627697,0.000244904],"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":[0.00005474341,0.0002661399,0.002532083,0.0001601593,0.00004819153,0.000001604381,0.7772764,0.0007084745,0.0008324848,0.02015705,0.1934421,0.004520601],"study_design_scores_gemma":[0.0006507887,0.00007221835,0.05098419,0.00009757424,0.00008261209,0.00001369216,0.2695022,0.0009089202,0.0003895854,0.0003617485,0.6766331,0.0003033816],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8996375,0.0009624742,0.001382113,0.07556336,0.007796904,0.00165329,0.0002579041,0.0002144453,0.01253202],"genre_scores_gemma":[0.8544815,0.0002332284,0.0003967129,0.00141846,0.001667644,0.0001670209,0.0005456124,0.00002692396,0.1410629],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5077742,"threshold_uncertainty_score":0.9999558,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06992355324721732,"score_gpt":0.3535024718198248,"score_spread":0.2835789185726075,"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."}}