{"id":"W4400292163","doi":"10.15420/japsc.2023.43","title":"Cracking the Code of Coronary Calcium: One-year Clinical Outcomes of Intravascular Lithotripsy in All-comers and Two Complex Cohorts","year":2024,"lang":"en","type":"article","venue":"Journal of Asian Pacific Society of Cardiology","topic":"Cerebrovascular and Carotid Artery Diseases","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Medtronic (Canada)","funders":"Abbott Vascular; Boston Scientific Corporation; Amgen","keywords":"Medicine; Lithotripsy; Code (set theory); Cardiology; Internal medicine; Surgery; Computer science","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":[0.001667204,0.0004140682,0.0006645312,0.001118206,0.0005714864,0.001240722,0.0005077665,0.0006824658,0.00130304],"category_scores_gemma":[0.003792456,0.0002776344,0.0008567358,0.0006967952,0.0004577486,0.001046582,0.001456787,0.0007873541,0.0002722561],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003840387,"about_ca_system_score_gemma":0.000335711,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001535778,"about_ca_topic_score_gemma":0.001453252,"domain_scores_codex":[0.9990828,0.0002033091,0.0001066591,0.0002603288,0.000169134,0.0001776816],"domain_scores_gemma":[0.9967377,0.0003277134,0.001650946,0.0003266821,0.0002644082,0.0006926334],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006085119,0.00006753021,0.9984165,0.000007764014,0.00006343815,0.00006492645,0.0001038682,0.00001558929,0.0001114619,0.00001656137,0.00003500381,0.0004888044],"study_design_scores_gemma":[0.00003776473,0.0004471969,0.9986225,0.000004901138,0.00004921224,0.0002367334,0.0002762075,0.0001518219,0.00004267555,0.00003507103,0.00008916081,0.000006779909],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995865,0.00009371823,0.00004188054,0.00001590157,0.000002219319,0.00001268521,0.0001092925,0.000001335052,0.0001363362],"genre_scores_gemma":[0.9995195,0.00003193735,0.00003591547,0.00001550762,0.000009699742,0.00001398111,0.0003031777,0.000001516106,0.00006888877],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001667204,"threshold_uncertainty_score":0.008817136,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.060836006991182,"score_gpt":0.3601513344517452,"score_spread":0.2993153274605632,"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."}}