{"id":"W7070458753","doi":"","title":"Parcours d'insertion d'immigrants travailleurs qualifiés et transitions professionnelles vers de nouveaux domaines de formation","year":2014,"lang":"fr","type":"other","venue":"Archipelago (Université du Québec à Montréal)","topic":"Machine Learning in Bioinformatics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sociological research; Identity (music); Immigration; Ethnography","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006574144,0.0006342105,0.0004974852,0.000323545,0.0006593658,0.00005855738,0.0005975379,0.000729821,0.0005848044],"category_scores_gemma":[0.0001942363,0.0006785882,0.0004152115,0.0001900364,0.000342133,0.0000479306,0.0001552965,0.0006451381,0.0002306698],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003769166,"about_ca_system_score_gemma":0.0009277369,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.04451464,"about_ca_topic_score_gemma":0.3712237,"domain_scores_codex":[0.9969784,0.0009372566,0.0005094065,0.0004903034,0.0003195935,0.0007650435],"domain_scores_gemma":[0.9981861,0.0001430138,0.0005537685,0.000635902,0.0001141966,0.0003670226],"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":[0.002735263,0.001454156,0.009646812,0.003596164,0.001683272,0.0001950483,0.6370689,0.02805011,0.0705542,0.01659202,0.1165927,0.1118313],"study_design_scores_gemma":[0.006653509,0.00143257,0.02642116,0.001506802,0.001155932,0.000619362,0.1269558,0.08268329,0.001800952,0.0008465918,0.747201,0.002723026],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7859454,0.002861242,0.185765,0.00930872,0.0003304553,0.0007779812,0.0001605618,0.0001245883,0.01472611],"genre_scores_gemma":[0.9705815,0.003072539,0.007992665,0.001309458,0.0003319076,0.00003147021,0.0009530437,0.0002272909,0.0155001],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6306083,"threshold_uncertainty_score":0.9995666,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005283856780251312,"score_gpt":0.2024184263836631,"score_spread":0.1971345696034118,"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."}}