{"id":"W4415376278","doi":"10.1186/s12909-025-07142-6","title":"Medical education on inpatient medical oncology service before and after oncology hospitalist program","year":2025,"lang":"en","type":"article","venue":"BMC Medical Education","topic":"Hospital Admissions and Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Mentorship; Service (business); Work (physics); MEDLINE; Surgical oncology; Graduate medical education; Medical school","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001254144,0.0002197961,0.0001787893,0.0004141761,0.001145309,0.0007564173,0.0005356786,0.0004179383,0.008818666],"category_scores_gemma":[0.005000799,0.0001768154,0.0002113811,0.0004157716,0.0003844309,0.0004509109,0.001403276,0.0008668487,0.0008187964],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003283473,"about_ca_system_score_gemma":0.008017351,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01633172,"about_ca_topic_score_gemma":0.05998643,"domain_scores_codex":[0.9984148,0.0003283834,0.00007378322,0.0001256822,0.0003139807,0.0007434238],"domain_scores_gemma":[0.9920892,0.0005088608,0.001187718,0.0001311592,0.001095702,0.004987324],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001099764,0.003529867,0.856032,0.0002502573,0.00004697019,0.0005280545,0.005443797,0.0003051881,0.002882482,0.0001587713,0.0105847,0.1191382],"study_design_scores_gemma":[0.0000350791,0.001521866,0.9896551,0.00005293666,0.000007137642,0.0001208926,0.002896194,0.00004867776,0.0005271869,0.00001087999,0.00511577,0.000008225472],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9944637,0.0001154553,0.00006343551,0.001018378,0.00004379729,0.0001343547,0.0002741641,0.00002392127,0.003862804],"genre_scores_gemma":[0.9932098,0.0002012375,0.0003976022,0.0005802732,0.00006544362,0.0001638297,0.0005336564,0.000008306317,0.004839952],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01633172,"threshold_uncertainty_score":0.03247333,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008910469351973047,"score_gpt":0.381188730614299,"score_spread":0.3722782612623259,"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."}}