{"id":"W2810458688","doi":"10.1053/j.semtcvs.2018.05.010","title":"More Ways to Skin the Proverbial Cat","year":2018,"lang":"en","type":"letter","venue":"Seminars in Thoracic and Cardiovascular Surgery","topic":"Reconstructive Surgery and Microvascular Techniques","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Alberta Health","funders":"","keywords":"Medicine; Surgery; Percutaneous; Cardiac surgery; Median sternotomy","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":[0.003608457,0.0006963231,0.002100578,0.0006632126,0.0001874512,0.00008620011,0.0002698671,0.001176817,0.00006356333],"category_scores_gemma":[0.0004060809,0.0005116788,0.002698911,0.0006886448,0.0006459562,0.0001150969,0.0002525552,0.00151835,0.00004360954],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001662464,"about_ca_system_score_gemma":0.0003400793,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001188509,"about_ca_topic_score_gemma":0.000004241806,"domain_scores_codex":[0.9959173,0.0004144922,0.0006850284,0.001192599,0.0009453268,0.0008453031],"domain_scores_gemma":[0.9970772,0.0004783424,0.000140144,0.001924439,0.000219639,0.0001602961],"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":[0.0001037601,0.00002208538,0.001773151,0.0005603239,0.001434256,0.002397943,0.0002875692,6.089528e-7,0.00006477156,0.000003270002,0.7062825,0.2870698],"study_design_scores_gemma":[0.0001373842,0.00004931721,0.001262329,0.002212549,0.00095559,0.003405915,0.000208642,0.000002851965,0.005615196,0.0001800617,0.9852951,0.0006751177],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"commentary","genre_scores_codex":[0.5420359,0.1958865,0.007515029,0.21921,0.00788621,0.01263128,0.0003415834,0.001180624,0.01331277],"genre_scores_gemma":[0.04059741,0.05305011,0.01068161,0.8486269,0.03518399,0.002884577,0.001859936,0.001249776,0.005865735],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.6294168,"threshold_uncertainty_score":0.9997335,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02065664872358418,"score_gpt":0.2695826175094629,"score_spread":0.2489259687858787,"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."}}