{"id":"W2040063173","doi":"10.1227/01.neu.0000318180.80040.d0","title":"THE UTILITY AND FEASIBILITY OF BUSINESS TRAINING FOR NEUROSURGEONS","year":2008,"lang":"en","type":"article","venue":"Neurosurgery","topic":"History of Medical Practice","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Cegep de Sept Iles","funders":"","keywords":"Medicine; Reimbursement; Context (archaeology); Relevance (law); Business case; Strategic business unit; Variety (cybernetics); Negotiation; Marketing; Health care; Business; Process management; Computer science","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.001080087,0.000113694,0.000344105,0.00004444693,0.0003432491,0.00000567201,0.00006863742,0.00006517155,0.00002458444],"category_scores_gemma":[0.01608604,0.00008319115,0.0001086995,0.0002030351,0.0008387097,0.00008661274,0.00002909981,0.0002335448,0.000001939401],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001551378,"about_ca_system_score_gemma":0.0002858079,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001375208,"about_ca_topic_score_gemma":0.000003111939,"domain_scores_codex":[0.9986236,0.0001367603,0.0003955408,0.0002862706,0.0003092064,0.0002485933],"domain_scores_gemma":[0.9950944,0.003966628,0.0001575633,0.0004087113,0.0001931243,0.0001796054],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.008267216,0.001662797,0.6776904,0.001459013,0.0001118126,0.0007699328,0.002268609,0.000006082329,0.03822515,0.0003102077,0.1493555,0.1198732],"study_design_scores_gemma":[0.0007203906,0.00009921142,0.8299297,0.00002565272,0.00004945286,0.0005379891,0.0000448304,0.0004078013,0.0002107295,0.00005434268,0.1678386,0.00008123961],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.992235,0.0002943344,0.0003116492,0.004457488,0.0008231063,0.0004329904,0.00001175027,0.00005059119,0.001383115],"genre_scores_gemma":[0.9982563,0.000172248,0.0001433353,0.0008467955,0.00009205023,0.00001742757,0.000002806296,0.00001858709,0.0004505112],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1522393,"threshold_uncertainty_score":0.9922019,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1941643144998463,"score_gpt":0.3359651408514568,"score_spread":0.1418008263516105,"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."}}