{"id":"W2896575781","doi":"10.1001/jamaoto.2018.1557","title":"Medical Practice Entrepreneurship—Reply","year":2018,"lang":"en","type":"letter","venue":"JAMA Otolaryngology–Head & Neck Surgery","topic":"Dental Education, Practice, Research","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"SickKids Foundation; Hospital for Sick Children; University of Toronto","funders":"","keywords":"Medicine; Otorhinolaryngology; Family medicine; Neurology; Psychiatry","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","metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.01479674,0.00118321,0.002170556,0.001422419,0.001686506,0.0001950089,0.002050332,0.007476542,0.03853173],"category_scores_gemma":[0.1094967,0.001158078,0.0007424727,0.001277022,0.001134447,0.001783078,0.001397098,0.02399196,0.03969084],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001194485,"about_ca_system_score_gemma":0.01084387,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002696717,"about_ca_topic_score_gemma":0.0001133314,"domain_scores_codex":[0.9723327,0.01448913,0.002974293,0.002498292,0.004021815,0.003683792],"domain_scores_gemma":[0.9468032,0.04393513,0.002533092,0.003361977,0.002303609,0.001063046],"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":[0.0003807756,0.0003352545,0.3110952,0.001535944,0.0002977124,0.007155701,0.0007422118,2.161683e-8,0.000004207271,0.00003097045,0.6758096,0.002612443],"study_design_scores_gemma":[0.0007190656,0.00008212137,0.1263654,0.00157701,0.0002211381,0.001933567,0.0004615126,0.00001443029,0.000008381204,0.0001862051,0.8675981,0.0008331323],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.1284482,0.001320469,0.00001441471,0.8115736,0.01421119,0.002069826,0.0001469811,0.0005711384,0.04164426],"genre_scores_gemma":[0.001693959,0.001426555,0.0001920187,0.9183558,0.03901179,0.001672676,0.002637002,0.0004387727,0.03457148],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1917885,"threshold_uncertainty_score":0.9996132,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07002339356837453,"score_gpt":0.4356106701576571,"score_spread":0.3655872765892826,"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."}}