{"id":"W4214540901","doi":"10.1016/j.hlc.2022.01.011","title":"Contemporary Evidence-Based Diagnosis and Management of Severe Coronary Artery Calcification","year":2022,"lang":"en","type":"review","venue":"Heart Lung and Circulation","topic":"Coronary Interventions and Diagnostics","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":false,"ca_institutions":"St. Paul's Hospital","funders":"","keywords":"Medicine; Calcification; Cardiology; Internal medicine; Artery; Radiology","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":[0.002594836,0.001170613,0.005113295,0.002987094,0.000316586,0.002055508,0.002053476,0.002118128,0.003987007],"category_scores_gemma":[0.006954246,0.0006074544,0.002671172,0.00257054,0.0006872473,0.001470081,0.0009786955,0.002550216,0.0006664625],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001084806,"about_ca_system_score_gemma":0.002556009,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003724479,"about_ca_topic_score_gemma":0.008124194,"domain_scores_codex":[0.9986963,0.0002978333,0.0004235083,0.0001682793,0.0003489933,0.00006525567],"domain_scores_gemma":[0.9959253,0.002879094,0.0006681478,0.00004890663,0.0003905122,0.00008807804],"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":[0.0003956578,0.00009560474,0.0004952779,0.2026152,0.001853037,0.0001063663,0.00007606756,0.0004341065,0.0003221424,0.001459871,0.01245318,0.7796934],"study_design_scores_gemma":[0.001222632,0.0007202517,0.008300251,0.4570388,0.02568957,0.001859845,0.0004508385,0.0007967656,0.0006033254,0.006437945,0.496724,0.0001557012],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00004005392,0.9996847,0.00003156381,0.0001056692,0.00004978601,0.000003579335,0.000009686183,0.000001636665,0.00007345989],"genre_scores_gemma":[0.0008053423,0.998597,0.0001934228,0.0002370124,0.0001014751,0.000006900464,0.00002316794,7.191175e-7,0.00003497006],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.005113295,"threshold_uncertainty_score":0.01372296,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1760551069294375,"score_gpt":0.3759096789749006,"score_spread":0.1998545720454631,"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."}}