{"id":"W3048502065","doi":"10.1016/j.xjtc.2020.08.004","title":"Commentary: Because we can","year":2020,"lang":"en","type":"editorial","venue":"JTCVS Techniques","topic":"Cardiac, Anesthesia and Surgical Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Medicine; Pneumonectomy; Lung cancer; Surgery; Specialty; Superior vena cava; Superior vena cava syndrome; General surgery; Resection; 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":[0.005850662,0.001708599,0.002159207,0.001614715,0.005477664,0.007911924,0.005394708,0.04999013,0.04934615],"category_scores_gemma":[0.06511768,0.0008087165,0.001832634,0.0009909511,0.0084163,0.01141372,0.004693968,0.06335428,0.0272157],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005899852,"about_ca_system_score_gemma":0.01074643,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006176009,"about_ca_topic_score_gemma":0.006503607,"domain_scores_codex":[0.9920931,0.001803912,0.0006428373,0.001382014,0.003060493,0.00101761],"domain_scores_gemma":[0.9666319,0.0133948,0.001832961,0.001239319,0.01166442,0.005236495],"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":[0.00000853101,0.000004947141,0.00003751391,0.00006467107,0.000005113296,0.0002010212,0.00008576984,0.000009503707,0.00001855143,0.0006145748,0.9964842,0.002465615],"study_design_scores_gemma":[0.00002462095,0.00001270911,0.0001256193,0.0006158075,0.00001126266,0.0006641695,0.0004739723,0.00004107268,0.00006336498,0.001749815,0.9961851,0.00003247692],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.00009140993,0.003045342,0.0000688499,0.8431188,0.149886,0.00001870215,0.0000699867,0.00005503623,0.003645708],"genre_scores_gemma":[0.001406819,0.00177529,0.00008840925,0.9085945,0.08007269,0.0000419569,0.00003813976,0.00003743083,0.007944694],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.04999013,"threshold_uncertainty_score":0.1650793,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01167782501667729,"score_gpt":0.2956720729898317,"score_spread":0.2839942479731544,"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."}}