{"id":"W3080540158","doi":"10.1080/24748706.2020.1813356","title":"Is Aiming High Always Best?","year":2020,"lang":"en","type":"article","venue":"Structural Heart","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver General Hospital; St. Paul's Hospital; University of British Columbia","funders":"","keywords":"Valve replacement; Fluoroscopy; Medicine; Permanent pacemaker; Cardiology; Internal medicine; Surgery; Stenosis","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":[0.000008609583,0.0001111265,0.0002127691,0.000015903,0.00006619254,0.00001397917,0.00002632269,0.00003489722,0.0008266181],"category_scores_gemma":[0.00001610265,0.00008646773,0.0004194667,0.00009023453,0.00002402793,0.0000464536,0.0000268536,0.00007774641,0.0003179429],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002661943,"about_ca_system_score_gemma":0.00003222457,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000109734,"about_ca_topic_score_gemma":2.800479e-7,"domain_scores_codex":[0.9993275,0.000008727337,0.0001034216,0.0002046781,0.0001761199,0.000179505],"domain_scores_gemma":[0.9995237,0.00001002371,0.0000165753,0.0001393803,0.00003541186,0.0002749095],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005828006,0.00004390465,0.9214807,0.0002425926,0.001060227,0.0001491583,0.0009658144,0.000006770916,0.004276914,0.0006153596,0.04464373,0.02593207],"study_design_scores_gemma":[0.001659558,0.0003671098,0.9855714,0.00004055457,0.0005355402,0.00003831272,0.0001356114,0.000128238,0.002670292,0.0003388854,0.008359521,0.0001549945],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9908168,0.000662084,0.000001777437,0.00702726,0.0001904001,0.0001772234,0.00006346828,0.00005670382,0.001004295],"genre_scores_gemma":[0.9932655,0.000007833271,0.0004118672,0.005665155,0.0003734357,0.000004050711,0.00004772593,0.00001547056,0.0002089228],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06409072,"threshold_uncertainty_score":0.9050888,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02963007549744955,"score_gpt":0.3585946998756638,"score_spread":0.3289646243782143,"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."}}