{"id":"W2444587518","doi":"10.1177/1089253209337157","title":"Introduction","year":2009,"lang":"en","type":"article","venue":"Seminars in Cardiothoracic and Vascular Anesthesia","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Medicine","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":[0.001374496,0.0002527163,0.0004377774,0.0002766706,0.00009512231,0.00006228557,0.0001406602,0.0001626398,0.00003501185],"category_scores_gemma":[0.00006315623,0.0002528655,0.0001889367,0.0006070093,0.00008008585,0.0002665559,0.00001409509,0.0002507797,0.000221883],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001158656,"about_ca_system_score_gemma":0.00002724216,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000138977,"about_ca_topic_score_gemma":0.000001611414,"domain_scores_codex":[0.998157,0.0002511448,0.0002656594,0.0005592279,0.0003643428,0.0004026213],"domain_scores_gemma":[0.9991956,0.00002535031,0.00005837406,0.000554442,0.00004846916,0.0001177734],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000554534,0.0006409599,0.08481718,0.0001780877,0.0003140858,0.002125652,0.004780388,0.002116086,0.02116949,0.01088142,0.05932333,0.8130988],"study_design_scores_gemma":[0.001547388,0.000526813,0.4042906,0.0003163664,0.0003303928,0.005230404,0.001089978,0.001076866,0.003811812,0.002561264,0.5776993,0.0015188],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9860797,0.009153307,0.0003743953,0.001964494,0.00006893523,0.000364024,0.000001133602,0.0002302404,0.001763775],"genre_scores_gemma":[0.9954566,0.001136092,0.002225198,0.0002121777,0.0006230882,0.00001452766,0.00001766027,0.00005188211,0.0002627274],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.81158,"threshold_uncertainty_score":0.9999924,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006790178727247755,"score_gpt":0.2540511332091802,"score_spread":0.2472609544819325,"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."}}