{"id":"W3035900528","doi":"10.34197/ats-scholar.2020-0031ed","title":"Can We “Up Our Game” in Bronchoscopy Procedural Training?","year":2020,"lang":"en","type":"letter","venue":"ATS Scholar","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Vancouver General Hospital; University of British Columbia","funders":"","keywords":"Training (meteorology); Bronchoscopy; Flexible bronchoscopy; Computer science; Medicine; Surgery; Geography","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":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0001666829,0.0003586013,0.0006990694,0.000189944,0.00006545158,0.00007893529,0.0001812171,0.0006355143,0.000464655],"category_scores_gemma":[0.0005708,0.0003208915,0.000192215,0.0003949137,0.0000319574,0.0001156055,0.00004139383,0.005258118,0.0002309809],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001449826,"about_ca_system_score_gemma":0.0003517225,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003882602,"about_ca_topic_score_gemma":0.00001122896,"domain_scores_codex":[0.9977281,0.000107851,0.000454855,0.0005806969,0.0005897709,0.0005387123],"domain_scores_gemma":[0.999186,0.00009087452,0.0001306408,0.0002788479,0.00007116894,0.000242452],"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":[0.0002824942,0.00006213634,0.006741928,0.0007124185,0.0002270654,0.008605516,0.007838238,0.00002033319,0.0001202214,0.00002569775,0.9388136,0.03655037],"study_design_scores_gemma":[0.003742264,0.0001289077,0.001789778,0.0006246048,0.00007586186,0.00005957334,0.0005663081,0.0002750523,0.00003714108,0.0001498827,0.9922125,0.0003381407],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.02023493,0.0003001452,0.000006520473,0.9734749,0.0006521939,0.0005143043,0.0000228735,0.0001978617,0.004596304],"genre_scores_gemma":[0.3473558,0.00003409604,0.0003255259,0.6465083,0.002803533,0.00002631283,0.0003051525,0.00007763414,0.002563635],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.3271209,"threshold_uncertainty_score":0.9999243,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0697566789263438,"score_gpt":0.3268321533528072,"score_spread":0.2570754744264634,"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."}}