{"id":"W4390262451","doi":"10.1016/j.jns.2023.120889","title":"Cardiac interventions for stroke prevention - optimal PFO detection and management, left atrial appendage closure","year":2023,"lang":"en","type":"article","venue":"Journal of the Neurological Sciences","topic":"Cerebrovascular and Carotid Artery Diseases","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Appendage; Medicine; Cardiology; Closure (psychology); Stroke (engine); Internal medicine; Atrial fibrillation; Anatomy","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":[0.000588036,0.0005766442,0.001199265,0.001297415,0.001005963,0.001733413,0.0004215397,0.001279429,0.004001971],"category_scores_gemma":[0.004123311,0.0002683902,0.001009767,0.0004016412,0.0003149768,0.001189661,0.0007081277,0.002179213,0.0006108147],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007386267,"about_ca_system_score_gemma":0.002339937,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002149049,"about_ca_topic_score_gemma":0.00492807,"domain_scores_codex":[0.9994103,0.0001230667,0.0001107711,0.00009814986,0.0001547822,0.0001029481],"domain_scores_gemma":[0.9994154,0.0001778004,0.0001072418,0.00002286215,0.000109132,0.0001675703],"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":[0.001805404,0.003221584,0.2277467,0.001349913,0.0004546495,0.01053215,0.0002637006,0.004780868,0.003899599,0.005460794,0.02940722,0.7110773],"study_design_scores_gemma":[0.001526893,0.005561812,0.7879629,0.01254963,0.00154206,0.05951224,0.001949599,0.02394972,0.00440527,0.04825219,0.05248373,0.0003040529],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.3966436,0.2664764,0.07126989,0.1228441,0.007321239,0.002116538,0.001632506,0.001065569,0.1306301],"genre_scores_gemma":[0.8955462,0.04663166,0.0318521,0.007799896,0.01230208,0.0005206774,0.0007006617,0.00009992139,0.004546746],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004001971,"threshold_uncertainty_score":0.01338792,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0400580660410093,"score_gpt":0.3223819493122284,"score_spread":0.282323883271219,"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."}}