{"id":"W3208137557","doi":"10.2172/1827536","title":"RCT 4th Quarter 2021 Continuing Training Presentation Transcript","year":2021,"lang":"en","type":"report","venue":"","topic":"Cardiac, Anesthesia and Surgical Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Los Alamos National Laboratory; National Nuclear Security Administration; U.S. Department of Energy","keywords":"Quarter (Canadian coin); Presentation (obstetrics); Randomized controlled trial; Continuing education; Biology; Medicine; Medical education; Geography; Internal medicine; Surgery","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.006149324,0.0005078326,0.000543398,0.001117243,0.001662147,0.001926088,0.001070102,0.001429242,0.5992299],"category_scores_gemma":[0.02141691,0.0004745864,0.0004672212,0.0008796389,0.0002901658,0.0008493339,0.001752932,0.001776763,0.3154399],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003623432,"about_ca_system_score_gemma":0.0069356,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01140835,"about_ca_topic_score_gemma":0.0168022,"domain_scores_codex":[0.9978326,0.0006823309,0.0001579286,0.0002051651,0.0006875666,0.0004343757],"domain_scores_gemma":[0.9901364,0.002266853,0.0003858951,0.0006301788,0.004483411,0.002097343],"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":[0.0001144027,0.00008352917,0.0002525566,0.00006819572,0.000001073424,0.00002750599,0.00005762702,0.00001889689,0.00005134,0.0002944031,0.9821029,0.01692767],"study_design_scores_gemma":[0.0001820735,0.0002700538,0.008269582,0.0005803365,0.000003757963,0.0000995072,0.0005662752,0.0001180065,0.0002902736,0.0008130631,0.9887881,0.00001897718],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01364177,0.0009947256,0.004931538,0.05092871,0.01718828,0.01844309,0.2576118,0.003542015,0.6327181],"genre_scores_gemma":[0.01793311,0.0008209221,0.004028959,0.01151757,0.00154752,0.02515929,0.05152992,0.0007846736,0.886678],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5992299,"threshold_uncertainty_score":0.5716499,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05583313592731306,"score_gpt":0.3308866010040274,"score_spread":0.2750534650767144,"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."}}