{"id":"W3014957596","doi":"10.1016/j.xjtc.2020.02.035","title":"Commentary: Stay midline, stay steady: Median sternotomy training","year":2020,"lang":"en","type":"editorial","venue":"JTCVS Techniques","topic":"Cardiac and Coronary Surgery Techniques","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Median sternotomy; Medicine; Cardiothoracic surgery; Cardiac surgery; Surgery; Closure (psychology); General surgery; Medical physics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.001151201,0.001151593,0.002498366,0.0005753591,0.0001607168,0.0001268558,0.0006236581,0.001945307,0.0003686842],"category_scores_gemma":[0.0004460231,0.001097721,0.0009851621,0.0004681977,0.0002822307,0.0002664784,0.0004070596,0.003051877,0.00003813053],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006436441,"about_ca_system_score_gemma":0.0008784169,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005361133,"about_ca_topic_score_gemma":0.00005931877,"domain_scores_codex":[0.9941782,0.000319787,0.001240345,0.001323453,0.002002101,0.0009360732],"domain_scores_gemma":[0.9962061,0.0007945115,0.0005611297,0.001294339,0.0004663623,0.0006775797],"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":[0.0004406188,0.0001389152,0.0004721464,0.000413291,0.0003763043,0.0007400047,0.0004777357,5.981065e-9,0.0003960899,0.00002483686,0.9109392,0.08558084],"study_design_scores_gemma":[0.0006145825,0.001173577,0.0001530822,0.001191989,0.0005583767,0.00003102811,0.0002543009,0.00000513649,0.005504457,0.0003112272,0.9891955,0.001006691],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.001216936,0.002549309,0.002879498,0.02649417,0.8882342,0.008566416,0.005360052,0.01875553,0.04594388],"genre_scores_gemma":[0.004312799,0.002434118,0.0240174,0.008808409,0.9464226,0.001305521,0.009709844,0.0006023601,0.002387],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.08457415,"threshold_uncertainty_score":0.9993504,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01909653014947997,"score_gpt":0.2991827537349238,"score_spread":0.2800862235854438,"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."}}