{"id":"W2050180324","doi":"10.1001/jama.288.16.2045","title":"What Is an Academic General Internist?","year":2002,"lang":"en","type":"article","venue":"JAMA","topic":"Hospital Admissions and Outcomes","field":"Medicine","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital","funders":"","keywords":"Medicine; Career path; Join (topology); Medical education; Academic medicine; Career Pathways; Path (computing); Management","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00004601583,0.00007561201,0.0001272743,0.00003754138,0.00003122301,0.00004149491,0.00007744416,0.0001062457,0.004038165],"category_scores_gemma":[0.00003580369,0.00005386638,0.00005792463,0.00005631672,0.00002110433,0.0003198945,0.00003170546,0.0002357011,0.0006585151],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002367098,"about_ca_system_score_gemma":0.000007256047,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001141671,"about_ca_topic_score_gemma":8.669468e-7,"domain_scores_codex":[0.999449,0.00001010354,0.0001248446,0.0001426223,0.0001255028,0.0001479599],"domain_scores_gemma":[0.9995204,0.000009210628,0.00002220649,0.0002012408,0.00002564761,0.0002213467],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004086242,0.0001787184,0.08037233,0.00003641262,0.00003867367,0.000160041,0.004040217,3.562806e-7,0.003845235,0.0005025605,0.1447333,0.7660513],"study_design_scores_gemma":[0.002459585,0.0006692145,0.149658,0.0002876293,0.0000561676,0.0001493,0.001013391,0.003434954,0.008527802,0.000382995,0.8330896,0.0002712973],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9682749,0.001188948,0.000008353907,0.02397588,0.0003800724,0.00007534162,0.000001815276,0.0000533905,0.006041293],"genre_scores_gemma":[0.9047396,0.0009466609,0.0003871764,0.01349757,0.000611621,0.000003548114,0.000005969198,0.00001400842,0.0797938],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.76578,"threshold_uncertainty_score":0.9968723,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03919183810441217,"score_gpt":0.3205828098676932,"score_spread":0.281390971763281,"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."}}