{"id":"W4323657843","doi":"10.1016/j.cjca.2023.03.004","title":"Screening for TMVR: A Glimpse Into the Future Technological Needs and Requirements","year":2023,"lang":"en","type":"letter","venue":"Canadian Journal of Cardiology","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Medicine; MitraClip; Mitral regurgitation; Cardiology; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006444142,0.0009699946,0.001585955,0.001621848,0.001738594,0.003818287,0.001931753,0.0190955,0.007065866],"category_scores_gemma":[0.02231124,0.0006132854,0.001325835,0.0007952584,0.002840437,0.008970071,0.001473241,0.02441646,0.002661748],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003982816,"about_ca_system_score_gemma":0.004500599,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009661863,"about_ca_topic_score_gemma":0.01701705,"domain_scores_codex":[0.9945028,0.001600927,0.0009356686,0.0005461302,0.001836244,0.0005782224],"domain_scores_gemma":[0.9794018,0.01247735,0.0006818061,0.0004424546,0.004310374,0.002686183],"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":[0.0002732945,0.0002884476,0.01644459,0.00106465,0.0000766006,0.01703425,0.001021243,0.0009021036,0.003159505,0.0277156,0.7013718,0.2306479],"study_design_scores_gemma":[0.0002437952,0.0006938546,0.02606273,0.009687097,0.0001697138,0.06731977,0.006025565,0.004320117,0.0006401199,0.1476767,0.7366914,0.0004690567],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001095916,0.0155833,0.000926392,0.9750972,0.004254997,0.00001261284,0.00007258907,0.00002994025,0.002926989],"genre_scores_gemma":[0.04187863,0.08400613,0.008947142,0.7296737,0.1294635,0.00008990439,0.0004465498,0.0001126265,0.005381836],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.0190955,"threshold_uncertainty_score":0.03408027,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03075474864071375,"score_gpt":0.3172596689874133,"score_spread":0.2865049203466996,"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."}}