{"id":"W2466757546","doi":"","title":"Socio-Economic Insertion of Latin American Professionals in Canada: Understanding Complexity through Self-Representations and Descriptive Data","year":2015,"lang":"en","type":"article","venue":"27th Annual Meeting","topic":"Social Sciences and Governance","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Descriptive research; Latin Americans; Sociology; Psychology; Political science; Social science; Law","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":[],"consensus_categories":[],"category_scores_codex":[0.0007959826,0.0000569361,0.0001443397,0.00001710045,0.0002892668,0.00002256162,0.0002223436,0.00002258446,0.000006617146],"category_scores_gemma":[0.0004449853,0.00005684069,0.000009528281,0.0002340055,0.0003473757,0.0005324006,0.0001227708,0.00007281024,8.546129e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001164672,"about_ca_system_score_gemma":0.002354743,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9934319,"about_ca_topic_score_gemma":0.9945866,"domain_scores_codex":[0.998869,0.0002096664,0.0002030056,0.0002031885,0.0002943547,0.0002207837],"domain_scores_gemma":[0.9993163,0.000206321,0.0002471888,0.00009326455,0.00004980351,0.00008715935],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001477975,0.00002726751,0.7537244,0.000006557696,0.00001104925,0.000001397091,0.210812,0.00006575864,0.000008476702,0.03011887,0.004721891,0.0004875686],"study_design_scores_gemma":[0.0001593869,0.00001372194,0.1803556,0.00003237007,0.000004558787,8.147365e-8,0.8123492,0.0006820867,0.00000598123,0.005883836,0.0004321021,0.0000810693],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9905187,0.00006811244,0.00007367753,0.003876349,0.000183762,0.0001508368,0.0001120873,0.00001290792,0.005003574],"genre_scores_gemma":[0.998379,0.00002218024,0.001385976,0.00009416936,0.00007201814,0.000003527549,0.000008372932,0.000003227203,0.00003150921],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6015372,"threshold_uncertainty_score":0.4177214,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2768059084394875,"score_gpt":0.3902145450107605,"score_spread":0.113408636571273,"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."}}