{"id":"W7117785166","doi":"10.1016/j.cjca.2025.12.052","title":"Evaluating Generalizability and Clinical Applicability of Ultrasound-Guided Cardiac Implantable Electronic Device Implantation","year":2025,"lang":"en","type":"article","venue":"Canadian Journal of Cardiology","topic":"Cardiac pacing and defibrillation studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Generalizability theory; Clinical trial; Radiation exposure; Cardiac resynchronization therapy; MEDLINE; Clinical Practice","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":[0.09291773,0.0004930922,0.001008267,0.002727374,0.001044613,0.002107347,0.00268362,0.002616746,0.004002545],"category_scores_gemma":[0.3872343,0.0006183143,0.002186293,0.002982528,0.004080963,0.002326778,0.002339649,0.001930566,0.0004455046],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001140683,"about_ca_system_score_gemma":0.001454367,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01018983,"about_ca_topic_score_gemma":0.008272802,"domain_scores_codex":[0.9166456,0.05479535,0.01194771,0.007131799,0.008431039,0.001048506],"domain_scores_gemma":[0.477872,0.3969555,0.05476216,0.04425653,0.02377056,0.002383214],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001146389,0.0001301607,0.9787749,0.0004209377,0.002404863,0.0002316765,0.002322759,0.0002824976,0.0002027444,0.000717867,0.0007332505,0.01263198],"study_design_scores_gemma":[0.0002594272,0.001513921,0.9856004,0.000455151,0.002165308,0.0006540549,0.003249901,0.001070705,0.0002465484,0.001589383,0.003147262,0.00004797581],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9603266,0.01475919,0.004369379,0.003562418,0.0005010076,0.0006353677,0.001593554,0.00003046707,0.0142222],"genre_scores_gemma":[0.9971631,0.0006419094,0.0006621229,0.0006567397,0.0002202766,0.00008735448,0.0003387968,0.000008352909,0.0002213619],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09291773,"threshold_uncertainty_score":0.4914018,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05750119616940862,"score_gpt":0.4101324319467429,"score_spread":0.3526312357773342,"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."}}