{"id":"W2892783878","doi":"10.31729/jnma.1838","title":"Impression from a Nepalese Resident In Canada","year":2003,"lang":"en","type":"article","venue":"Journal of Nepal Medical Association","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Family medicine; Optometry","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":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003009015,0.0001115294,0.0004235437,0.00008284169,0.0001502791,0.000005408142,0.0001951726,0.0003868995,0.003071835],"category_scores_gemma":[0.009972033,0.00008880501,0.00005834585,0.000263165,0.000008501475,0.0001360829,0.00003338313,0.001580431,0.00004281804],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.007000001,"about_ca_system_score_gemma":0.007734464,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.738931,"about_ca_topic_score_gemma":0.934736,"domain_scores_codex":[0.9941396,0.001580313,0.001467115,0.0001241988,0.002159483,0.0005293406],"domain_scores_gemma":[0.9954518,0.002223972,0.001369388,0.0001105367,0.0003731638,0.0004711234],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008292666,0.00003704563,0.912558,0.00002573464,0.00002097483,0.0001573535,0.0009410708,0.00001153014,0.00003684756,0.0001194246,0.08289883,0.003110318],"study_design_scores_gemma":[0.003533032,0.0001093395,0.8041186,0.0025136,0.00003098378,0.000007708687,0.007370519,0.000276424,0.00004477879,0.002522565,0.1793024,0.0001700396],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9856266,0.000714927,0.00003190487,0.007274497,0.00276533,0.0001996323,0.000008800169,0.000007578936,0.003370707],"genre_scores_gemma":[0.9953998,0.0004025586,0.0002800898,0.002713101,0.0006843677,0.000007103329,0.000003716171,0.00001173924,0.000497493],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.195805,"threshold_uncertainty_score":0.9983674,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01939786513343977,"score_gpt":0.3854237532826303,"score_spread":0.3660258881491905,"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."}}