{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003099492,0.0004887591,0.001795134,0.0001687713,0.00006868514,0.00005332919,0.0002580498,0.001089219,0.0001678214],"category_scores_gemma":[0.0005213179,0.0004010326,0.0008398627,0.0002044256,0.0001152251,0.00004103014,0.0001340558,0.001340049,0.00005167723],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002754866,"about_ca_system_score_gemma":0.0002571517,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004403742,"about_ca_topic_score_gemma":0.00003218249,"domain_scores_codex":[0.9974992,0.0001225907,0.0004719954,0.0005380933,0.0009940966,0.0003740021],"domain_scores_gemma":[0.997794,0.0009231673,0.0001586698,0.0006251555,0.0001494841,0.0003495132],"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":[0.0001495245,0.00006674707,0.0002631369,0.0002876481,0.000197238,0.0008841947,0.0001008293,2.5917e-9,0.00007003114,0.0001414343,0.9935154,0.004323792],"study_design_scores_gemma":[0.0004433756,0.000437106,0.0000506372,0.0004224975,0.0004910111,0.00002347735,0.00002254598,3.912835e-7,0.001860515,0.00006119232,0.9957912,0.0003960327],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00004729923,0.00184022,0.0000548845,0.2597235,0.6792342,0.002507936,0.0006186434,0.003886908,0.05208639],"genre_scores_gemma":[0.0001195934,0.00368869,0.003035769,0.01152825,0.9706497,0.0002082897,0.001983049,0.0001721226,0.008614543],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.2914155,"threshold_uncertainty_score":0.9998441,"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."}}