{"id":"W2007431970","doi":"10.1002/jhm.1956","title":"Hospital medicine in the internal medicine clerkship: Results from a national survey","year":2012,"lang":"en","type":"article","venue":"Journal of Hospital Medicine","topic":"Hospital Admissions and Outcomes","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Hospital medicine; Apprehension; MEDLINE; Family medicine; Internal medicine; Emergency medicine","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":[0.007884054,0.0005025277,0.001510522,0.000675403,0.0001081395,0.00001500981,0.0007345062,0.0002284266,0.0009738148],"category_scores_gemma":[0.02302357,0.0002402084,0.0002218933,0.0009624403,0.0008238061,0.000497908,0.0001032645,0.001465344,0.0000404111],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003045824,"about_ca_system_score_gemma":0.0002368479,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001971143,"about_ca_topic_score_gemma":0.00006893199,"domain_scores_codex":[0.9931306,0.0004152809,0.002517639,0.0003558066,0.002882676,0.0006980437],"domain_scores_gemma":[0.9932113,0.003048259,0.001275819,0.0005061231,0.001091695,0.0008668341],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001924587,0.001823142,0.6441971,0.00005338898,0.0004365031,0.0007400738,0.0245846,0.000002673494,0.0004072622,0.001045752,0.3206248,0.004160108],"study_design_scores_gemma":[0.01392203,0.01136735,0.9479348,0.002529713,0.0002711891,0.000361298,0.007198035,0.0000267813,0.00004345693,0.001587699,0.01447958,0.0002780704],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8263072,0.006538239,0.0001095377,0.1456745,0.005693057,0.0005300912,0.00004862677,0.00002576728,0.01507295],"genre_scores_gemma":[0.9843249,0.0006012009,0.0002963308,0.003835874,0.01019132,0.000007154509,0.0001354792,0.0000468633,0.0005608902],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3061452,"threshold_uncertainty_score":0.9999394,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03982065745746895,"score_gpt":0.3372960993079548,"score_spread":0.2974754418504859,"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."}}