{"id":"W3037049281","doi":"10.1016/j.jtcvs.2020.06.072","title":"Commentary: VATS, RATS, stats, and some caveats","year":2020,"lang":"en","type":"letter","venue":"Journal of Thoracic and Cardiovascular Surgery","topic":"Opioid Use Disorder Treatment","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba; Research Institute in Oncology and Hematology; Manitoba Health; CancerCare Manitoba; University of Toronto","funders":"","keywords":"Medicine; Opioid; Chronic pain; Opioid epidemic; Cardiothoracic surgery; Anesthesia; Intensive care medicine; Surgery; Psychiatry; Internal medicine","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":[0.00841741,0.001050534,0.002359201,0.001232978,0.00837524,0.006807238,0.004266427,0.12036,0.01206314],"category_scores_gemma":[0.06745811,0.001149787,0.001715693,0.001416779,0.005978303,0.006351169,0.002998396,0.09486498,0.01072599],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008627599,"about_ca_system_score_gemma":0.01522253,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02231971,"about_ca_topic_score_gemma":0.0319764,"domain_scores_codex":[0.9933143,0.002069992,0.0007759561,0.0009444699,0.001902458,0.0009928145],"domain_scores_gemma":[0.9664012,0.02123152,0.001778536,0.0007129074,0.005758022,0.004117812],"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":[0.00002827472,0.000007988696,0.0001447116,0.00003065553,0.000008513748,0.0003425522,0.0001143544,0.00002179316,0.00003029752,0.001463936,0.9960615,0.001745396],"study_design_scores_gemma":[0.0001579857,0.00004018017,0.000774232,0.000732619,0.0000472122,0.001238659,0.001041088,0.0003395442,0.0001309559,0.01185822,0.9835179,0.0001212845],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.00008600992,0.0004366976,0.00001902759,0.9866056,0.01199406,0.000004141837,0.00003316882,0.00000802358,0.0008133508],"genre_scores_gemma":[0.0008602524,0.0002465413,0.00004715574,0.9796791,0.01727826,0.0000197989,0.000009975251,0.000008896439,0.001849967],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.12036,"threshold_uncertainty_score":0.06259787,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02145277308850391,"score_gpt":0.2668834044604864,"score_spread":0.2454306313719825,"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."}}