{"id":"W2002074039","doi":"10.1016/j.hrthm.2006.05.008","title":"I can see clearly now … but at what cost?","year":2006,"lang":"en","type":"letter","venue":"Heart Rhythm","topic":"Cardiac pacing and defibrillation studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Libin Cardiovascular Institute of Alberta","funders":"","keywords":"Medicine; Intensive care 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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001164628,0.0003748524,0.001076505,0.0001744198,0.0001991112,0.0001130458,0.00001352173,0.0005979334,0.0001216167],"category_scores_gemma":[0.0000334271,0.000341275,0.0004667868,0.000157569,0.0001199009,0.00008014128,0.00009204194,0.0008813599,0.002704576],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003052654,"about_ca_system_score_gemma":0.0001088243,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002354523,"about_ca_topic_score_gemma":0.00007582766,"domain_scores_codex":[0.9978729,0.00006698805,0.0003544153,0.0005237581,0.0006470767,0.0005349004],"domain_scores_gemma":[0.9987887,0.0001805223,0.0001069718,0.0006223045,0.0001942561,0.0001072861],"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":[0.00001924821,0.000004583162,0.001077194,0.0001368226,0.0001095692,0.0005388411,0.00009095966,0.000003557201,0.00001950707,0.000001129488,0.9975566,0.0004419531],"study_design_scores_gemma":[0.0005069614,0.00006326938,0.005499481,0.000407853,0.0001648957,0.009204541,0.00004582778,0.000002360593,0.0000798609,0.00001489357,0.9836902,0.0003198592],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.02836044,0.007586678,0.000008470097,0.8902576,0.0029077,0.0008644069,0.0001854026,0.0003915054,0.06943782],"genre_scores_gemma":[0.01046706,0.0007423565,0.0001520654,0.7087886,0.01533439,0.00005757969,0.0008301868,0.0001504656,0.2634774],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1940395,"threshold_uncertainty_score":0.9999039,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.025184931453404,"score_gpt":0.2753917971165097,"score_spread":0.2502068656631057,"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."}}