{"id":"W2418043720","doi":"","title":"Primer on consensus in guide selection for performance of transradial coronary angioplasty.","year":2009,"lang":"en","type":"article","venue":"PubMed","topic":"Vascular Procedures and Complications","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Royal Jubilee Hospital","funders":"","keywords":"Medicine; Angioplasty; Selection (genetic algorithm); Cardiology; Internal medicine; Primer (cosmetics); Artificial intelligence","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":[],"consensus_categories":[],"category_scores_codex":[0.0000993677,0.00005211328,0.0001120223,0.00007132364,0.00002209957,0.00000172254,0.00002770246,0.00003549053,0.000003738722],"category_scores_gemma":[0.00003264243,0.00004780825,0.00005868905,0.0001191946,0.00001410401,0.0000130731,0.000001324788,0.00004969686,0.000001201978],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003583662,"about_ca_system_score_gemma":0.00003845587,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008140899,"about_ca_topic_score_gemma":0.000009244606,"domain_scores_codex":[0.9995167,0.000006944666,0.0001483923,0.0001081489,0.00007635623,0.0001435113],"domain_scores_gemma":[0.9997757,0.00002174296,0.00002912955,0.00008618752,0.0000443857,0.00004286155],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.003599403,0.001307931,0.1513933,0.0002199908,0.000135933,0.00000317948,0.0002362113,0.0007163918,0.006315722,0.002462519,0.01190815,0.8217012],"study_design_scores_gemma":[0.001460356,0.000317307,0.9890406,0.00001568886,0.00003128303,0.00007764904,0.000006099133,0.0009938383,0.004872981,0.00004501381,0.003091203,0.00004805088],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9951162,0.0001065733,0.00009471293,0.001519602,0.00003117877,0.0009640243,0.000003106979,0.0000194543,0.002145164],"genre_scores_gemma":[0.9983164,0.00001729842,0.000459317,0.0003207819,0.00005417192,0.0003972237,0.000009288946,0.000005628935,0.0004198561],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8376472,"threshold_uncertainty_score":0.1949564,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02069198075494231,"score_gpt":0.2498975043017871,"score_spread":0.2292055235468448,"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."}}