{"id":"W4392095248","doi":"10.1302/3114-240570","title":"Operating Room Assistant Program","year":2024,"lang":"en","type":"dataset","venue":"OrthoMedia","topic":"Cardiac and Coronary Surgery Techniques","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Operating system","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","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003238008,0.0003827649,0.0007530005,0.0002507727,0.00005473767,0.0001117899,0.0001317779,0.0004269821,0.001314026],"category_scores_gemma":[0.0001064387,0.0003084436,0.0004512296,0.0003245742,0.00006057508,0.00005110319,0.0001636021,0.0009337065,0.001547432],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001106128,"about_ca_system_score_gemma":0.000423373,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005732453,"about_ca_topic_score_gemma":0.0000576385,"domain_scores_codex":[0.9980749,0.00004660528,0.0004237656,0.0005550766,0.000517389,0.0003822398],"domain_scores_gemma":[0.9987672,0.00007110635,0.00008505667,0.0007582436,0.00007989189,0.0002385217],"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":[0.00001315343,0.0001397336,0.0003622148,0.0005564694,0.0001440904,0.001942049,0.000009440418,2.257543e-8,0.00001133233,0.0000031037,0.9230269,0.07379144],"study_design_scores_gemma":[0.0001124011,0.0002784708,0.001867276,0.000796158,0.0004631902,0.0002589214,0.00002082203,0.000005280459,0.00002224051,0.00001121001,0.9958507,0.0003133605],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.0002049196,0.002680704,0.00000239292,0.0002865207,0.0015208,0.0008649695,0.9913532,0.0007258811,0.002360681],"genre_scores_gemma":[0.0002390036,0.00093736,0.0008079609,0.000341326,0.001384182,0.0005423233,0.9942439,0.00006232159,0.00144166],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.07347808,"threshold_uncertainty_score":0.9999368,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01335530576663954,"score_gpt":0.3060470387320592,"score_spread":0.2926917329654196,"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."}}