{"id":"W2029794961","doi":"10.1097/acm.0b013e3181c85b22","title":"The Full-Time Clinical Faculty: What Goes Around, Comes Around","year":2010,"lang":"en","type":"article","venue":"Academic Medicine","topic":"Innovations in Medical Education","field":"Medicine","cited_by":38,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Full-time; Medical school; Revenue; Medical education; Clinical Practice; Private practice; Institution; Medicine; Family medicine; Political science; Business; Law; Finance","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","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004924379,0.0002760187,0.0006014037,0.0001592091,0.0003815818,0.00004176996,0.0005551088,0.000687633,0.0007190576],"category_scores_gemma":[0.01303241,0.000155737,0.00009306725,0.0006817689,0.001905422,0.0003410094,0.0001001387,0.004152742,0.000807069],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008112867,"about_ca_system_score_gemma":0.0003014552,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002004486,"about_ca_topic_score_gemma":0.000005617466,"domain_scores_codex":[0.9964585,0.0001184214,0.00137528,0.0004658031,0.001047918,0.0005340239],"domain_scores_gemma":[0.9967842,0.001259766,0.0003832856,0.0008559235,0.0004247266,0.0002920867],"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":[0.0002495172,0.00008864317,0.02902679,0.00007244806,0.0002262998,0.00001997518,0.002224671,3.854604e-7,0.01554346,0.009477568,0.6306087,0.3124616],"study_design_scores_gemma":[0.003028392,0.000529141,0.01381055,0.0005618155,0.0003068871,0.0004842927,0.0147043,0.001197051,0.0002421808,0.004820653,0.960046,0.0002687457],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8053852,0.001139811,0.0002050955,0.1832606,0.006995546,0.0005557977,0.000001641579,0.0001379032,0.002318493],"genre_scores_gemma":[0.9056135,0.006727433,0.00138874,0.03951529,0.02093414,0.000137953,0.0004613278,0.00009321268,0.02512842],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3294373,"threshold_uncertainty_score":0.9999709,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05572574753791981,"score_gpt":0.4396522769182309,"score_spread":0.3839265293803111,"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."}}