{"id":"W2007433460","doi":"10.1503/cmaj.114-0066","title":"Perspectives on studying abroad","year":2014,"lang":"en","type":"letter","venue":"Canadian Medical Association Journal","topic":"Census and Population Estimation","field":"Mathematics","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Data science; Computer science; World Wide Web; Medical education; Medicine","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":["research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.002145738,0.0002468428,0.000413956,0.0003939898,0.0004233815,0.0001745075,0.0002985311,0.001543699,0.006131838],"category_scores_gemma":[0.006733242,0.0002262277,0.0001995284,0.000151764,0.00002496029,0.00007521856,0.00001013912,0.004498009,0.0003708388],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002507637,"about_ca_system_score_gemma":0.001347205,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007358892,"about_ca_topic_score_gemma":0.00341219,"domain_scores_codex":[0.9957203,0.000439798,0.0006192601,0.0002436314,0.002423527,0.0005535274],"domain_scores_gemma":[0.9969282,0.0009651824,0.0007004025,0.0001919375,0.0005630662,0.0006512273],"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":[0.000001215876,0.00001184254,0.0009801521,0.00002050804,0.0000965955,0.0002812058,0.0007039576,0.000002398162,4.041557e-8,0.001761723,0.9930274,0.003112889],"study_design_scores_gemma":[0.000353665,0.00004044735,0.0008171088,0.0001990616,0.00005084439,0.0001688458,0.000216358,0.0002582366,1.546549e-7,0.006205483,0.9914467,0.0002431278],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001369162,0.00006454778,0.0003853375,0.9800456,0.001413829,0.0001726242,0.0000290004,0.0000442797,0.01647567],"genre_scores_gemma":[0.008474047,0.0000583942,0.000630118,0.9548534,0.03059467,0.00001068917,0.00008203957,0.0000827515,0.005213956],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02918084,"threshold_uncertainty_score":0.9997525,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03464023958229261,"score_gpt":0.3149630188373665,"score_spread":0.2803227792550739,"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."}}