{"id":"W2890324602","doi":"10.1161/circinterventions.118.007215","title":"Measuring the Unmeasurable","year":2018,"lang":"en","type":"letter","venue":"Circulation Cardiovascular Interventions","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"Montreal Heart Institute","funders":"","keywords":"Medicine; Risk stratification; Cardiac surgery; Internal medicine; Aortic valve replacement; Cardiology; Stenosis; Framingham Risk Score; Disease","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003184499,0.0004071095,0.0005662423,0.0004981426,0.0007028999,0.00235941,0.0006388958,0.005051809,0.006238648],"category_scores_gemma":[0.04692117,0.0001705271,0.0002872107,0.0004185039,0.001779873,0.002067494,0.0009467436,0.009611499,0.003455132],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001481642,"about_ca_system_score_gemma":0.0008683284,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007576289,"about_ca_topic_score_gemma":0.001491987,"domain_scores_codex":[0.9955893,0.002130856,0.0003279251,0.0004521632,0.001291872,0.0002079221],"domain_scores_gemma":[0.9754395,0.0186776,0.001178458,0.001611158,0.002340849,0.0007524277],"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":[0.0003588211,0.0002079698,0.01972159,0.0003465451,0.00006732257,0.003630082,0.0005999554,0.0004942795,0.00228855,0.05920231,0.578604,0.3344786],"study_design_scores_gemma":[0.00011685,0.000425828,0.01184631,0.001050024,0.0000949172,0.01017077,0.00112706,0.004840519,0.00442794,0.2201083,0.745692,0.00009948746],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.006916355,0.009561725,0.01195617,0.9148333,0.01872423,0.0000310325,0.000379148,0.0001923458,0.03740564],"genre_scores_gemma":[0.2399555,0.006779669,0.01386816,0.6716903,0.04920019,0.0002040546,0.0002721923,0.0001055881,0.01792421],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.006238648,"threshold_uncertainty_score":0.02087033,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08396998431341715,"score_gpt":0.3337986933520367,"score_spread":0.2498287090386195,"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."}}