{"id":"W3085598166","doi":"10.4000/osp.12368","title":"Transitions psychosociales complexes et processus d’intervention en orientation : le cas de migrants travailleurs qualifiés au Québec","year":2020,"lang":"fr","type":"article","venue":"L’Orientation scolaire et professionnelle","topic":"Education, sociology, and vocational training","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Moncton; Université Laval","funders":"","keywords":"Humanities; Political science; Philosophy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.003361504,0.0003528261,0.0003961318,0.0001319346,0.002414555,0.0001241136,0.0003529541,0.0004079689,0.0004216186],"category_scores_gemma":[0.001058674,0.0004068081,0.0002732044,0.001073785,0.0009925582,0.001333235,0.00003507073,0.000574118,0.00009580894],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006593847,"about_ca_system_score_gemma":0.004681422,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.06111442,"about_ca_topic_score_gemma":0.1248991,"domain_scores_codex":[0.9921828,0.004953127,0.0009060144,0.0007221292,0.0006326003,0.0006033297],"domain_scores_gemma":[0.9970704,0.001275052,0.0006143721,0.0001756053,0.0004875727,0.0003770123],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00007565349,0.0007264559,0.01602121,0.0003909711,0.00008792443,0.000002152399,0.8585919,0.0001450505,0.000335173,0.1121318,0.007386127,0.004105599],"study_design_scores_gemma":[0.001894762,0.0002214403,0.07114419,0.0006423752,0.0001314888,0.000004728361,0.9058314,0.0003191874,0.0002012468,0.004347219,0.01480049,0.0004614959],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6051438,0.001157734,0.02449224,0.359454,0.004464298,0.00110876,0.0001713467,0.0001913376,0.003816438],"genre_scores_gemma":[0.9861304,0.0004397178,0.002556376,0.004027381,0.001950809,0.0003537029,0.0005902938,0.0000576774,0.003893693],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3809865,"threshold_uncertainty_score":0.9998384,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1775409692909335,"score_gpt":0.4905680410230009,"score_spread":0.3130270717320675,"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."}}