{"id":"W3084391557","doi":"","title":"Immigration, Foreign Qualification Recognition and Regulated Professions, Canadian Public Policy Special Issue","year":2015,"lang":"en","type":"article","venue":"Canadian Public Policy","topic":"Higher Education Learning Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Immigration; Political science; Law","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002155001,0.0001983059,0.0001858016,0.002161002,0.001912124,0.001022528,0.0004209213,0.0003644972,0.001445884],"category_scores_gemma":[0.01148165,0.000229926,0.00003759146,0.002860233,0.0003754352,0.002056384,0.00002090601,0.0003197734,0.001030573],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.004148965,"about_ca_system_score_gemma":0.09129605,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9914935,"about_ca_topic_score_gemma":0.9963646,"domain_scores_codex":[0.9965343,0.001060209,0.0003815118,0.0004215433,0.0004498595,0.001152571],"domain_scores_gemma":[0.9933283,0.0001316871,0.0002717834,0.0003722431,0.001013387,0.004882612],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000004475037,0.00003266381,0.0131119,0.000008511794,0.00002957199,0.000003907168,0.03733012,4.365074e-7,0.000004014586,0.3927689,0.4748154,0.08189012],"study_design_scores_gemma":[0.0002072923,0.00001925028,0.01012258,0.00001195515,0.000008819681,0.000007028274,0.01530029,0.0000128163,0.000002758853,0.008817055,0.9652255,0.0002646976],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.08073512,0.0001232018,0.000008666571,0.6664573,0.0007571934,0.0006579552,0.0001478691,0.0001380279,0.2509747],"genre_scores_gemma":[0.9596648,0.00008542786,0.0001779797,0.005286784,0.01276879,0.00009735053,0.0006262529,0.00003878705,0.02125384],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8789297,"threshold_uncertainty_score":0.9997472,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1068941041873545,"score_gpt":0.3768497391043024,"score_spread":0.2699556349169479,"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."}}