{"id":"W2005894882","doi":"10.1136/bmj.328.7430.46","title":"Academic medicine: time for reinvention","year":2004,"lang":"en","type":"letter","venue":"BMJ","topic":"Health and Medical Research Impacts","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Hamilton General Hospital","funders":"","keywords":"Academic medicine; Public relations; Curriculum; Health care; Government (linguistics); Work (physics); Promotion (chess); Productivity; Political science; Medical education; Medicine; Economics; Engineering; Law","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":[0.00997471,0.002745196,0.002416795,0.002312331,0.003982781,0.0125131,0.004811081,0.02561245,0.02466028],"category_scores_gemma":[0.06017046,0.001499943,0.001790034,0.001429716,0.00637328,0.01454486,0.004185949,0.04158294,0.01490588],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00355139,"about_ca_system_score_gemma":0.007752176,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001294758,"about_ca_topic_score_gemma":0.003837263,"domain_scores_codex":[0.9923186,0.001535529,0.0008769419,0.00100379,0.003393541,0.0008716224],"domain_scores_gemma":[0.949673,0.01913967,0.002635721,0.00207676,0.01291259,0.01356225],"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":[0.00001492177,0.00001927474,0.00004740825,0.0000735394,0.00000573841,0.0001625165,0.00002933646,0.00002436445,0.00001864595,0.001107138,0.9910977,0.007399512],"study_design_scores_gemma":[0.00004279254,0.00002930027,0.0002734926,0.0004554908,0.00001192736,0.0004904529,0.0001643259,0.0001199499,0.00005612874,0.001819934,0.9965083,0.00002791237],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"commentary","genre_scores_codex":[0.00008215463,0.003809376,0.0001612555,0.4015938,0.5913683,0.00002140576,0.00002618198,0.0000804622,0.00285701],"genre_scores_gemma":[0.001296177,0.003373317,0.0003176134,0.2320553,0.756714,0.00002871713,0.00002040128,0.00003708452,0.006157428],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.02561245,"threshold_uncertainty_score":0.08249688,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2123607526292374,"score_gpt":0.5045958136562005,"score_spread":0.2922350610269632,"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."}}