{"id":"W4388091573","doi":"10.2196/47525","title":"National Tunisian Study of Cardiac Implantable Electronic Devices: Design and Protocol for a Nationwide Multicenter Prospective Observational Study","year":2023,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Cardiac pacing and defibrillation studies","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Observational study; Implantable cardioverter-defibrillator; Epidemiology; Population; Life expectancy; Cardiac resynchronization therapy; Emergency medicine; Pediatrics; Internal medicine; Heart failure; Ejection fraction; Environmental health","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":[0.01227214,0.002285349,0.002047649,0.002096985,0.001840453,0.001299894,0.001486217,0.001664679,0.0128179],"category_scores_gemma":[0.008017172,0.001234819,0.0009631816,0.003613338,0.000929764,0.001413212,0.001071671,0.001469498,0.002349672],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002546999,"about_ca_system_score_gemma":0.009376189,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004820602,"about_ca_topic_score_gemma":0.008422319,"domain_scores_codex":[0.9935142,0.003585086,0.001071782,0.0008645495,0.0004955525,0.0004688856],"domain_scores_gemma":[0.9956236,0.0006548063,0.001105515,0.0007200912,0.001378548,0.0005174982],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.1998941,0.03673499,0.4271537,0.02639651,0.003520593,0.004453147,0.00775237,0.008573599,0.01056232,0.01793274,0.1569193,0.1001067],"study_design_scores_gemma":[0.09572271,0.02472331,0.5554205,0.01066826,0.001490023,0.001686598,0.007545409,0.01158659,0.002596302,0.006978475,0.2811003,0.0004814882],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.04679637,0.001156674,0.008424873,0.0006075718,0.0003609024,0.9113345,0.02669665,0.0001122699,0.004510127],"genre_scores_gemma":[0.03695947,0.0004482743,0.009413293,0.0005805661,0.00009922686,0.9450623,0.006643116,0.00001438227,0.0007794154],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.0128179,"threshold_uncertainty_score":0.06490201,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5059731230062712,"score_gpt":0.5981759858108483,"score_spread":0.09220286280457712,"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."}}