{"id":"W3031168140","doi":"10.71781/7731","title":"Migrants brésiliens hautement qualifiés : parcours migratoires, incorporations socioprofessionnelles et familles transnationales","year":2019,"lang":"fr","type":"dissertation","venue":"Papyrus : Institutional Repository (Université de Montréal)","topic":"Migration, Racism, and Human Rights","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Political science","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","sts"],"consensus_categories":[],"category_scores_codex":[0.0007397119,0.0007627046,0.000709272,0.0005148121,0.02134406,0.0001597119,0.0007776456,0.0009164313,0.0003284879],"category_scores_gemma":[0.00005702405,0.0008175198,0.0006734637,0.0005437636,0.0007442898,0.001016896,0.0000860682,0.0006670018,0.0002395814],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.004520146,"about_ca_system_score_gemma":0.00583912,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.0588032,"about_ca_topic_score_gemma":0.6844823,"domain_scores_codex":[0.9943862,0.001021464,0.0009602267,0.001041212,0.001856231,0.0007346441],"domain_scores_gemma":[0.9968731,0.0004225846,0.001017289,0.0004928351,0.0007118981,0.0004822657],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002069437,0.0005124201,0.0082822,0.0001810443,0.0003758084,0.0001362783,0.610352,0.001527686,0.002058324,0.3722141,0.003255691,0.0008974957],"study_design_scores_gemma":[0.001547111,0.0001344534,0.0535313,0.0007944114,0.0006182808,0.00005433846,0.8576781,0.001690772,0.001216251,0.007500384,0.07388297,0.001351658],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.954749,0.02068764,0.0005378425,0.0022491,0.003031233,0.0009259886,0.0005296831,0.0001765912,0.01711295],"genre_scores_gemma":[0.7712875,0.003076381,0.0005290961,0.0002326406,0.0002854425,0.00006798661,0.002731313,0.0000471068,0.2217425],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6256791,"threshold_uncertainty_score":0.9997969,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01251281323638861,"score_gpt":0.2345459143977867,"score_spread":0.222033101161398,"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."}}