{"id":"W4411043921","doi":"10.1016/j.hrthm.2025.04.011","title":"HRS Scientific Documents Methodology Manual: Executive summary","year":2025,"lang":"en","type":"review","venue":"Heart Rhythm","topic":"Human Resource Development and Performance Evaluation","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen Elizabeth II Health Sciences Centre; McGill University Health Centre","funders":"Heart Rhythm Society","keywords":"Medicine; Executive summary; Medical physics; MEDLINE; Information retrieval","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.040877,0.004202064,0.009450898,0.02861183,0.002663251,0.01077903,0.006060414,0.005639237,0.4210149],"category_scores_gemma":[0.1583434,0.004447071,0.009760758,0.02610813,0.002394914,0.004661438,0.005284634,0.004543422,0.2521863],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006836926,"about_ca_system_score_gemma":0.03319395,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009711135,"about_ca_topic_score_gemma":0.01650645,"domain_scores_codex":[0.9553766,0.01532941,0.01212546,0.001600015,0.01430737,0.001261025],"domain_scores_gemma":[0.8418915,0.05091015,0.02577942,0.007902867,0.07048635,0.003029665],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002070684,0.00003183255,0.00007339857,0.04500086,0.0001740776,0.00001508676,0.00003571335,0.00007584485,0.00008827118,0.0005358753,0.912854,0.04090803],"study_design_scores_gemma":[0.001374958,0.0001956324,0.002155694,0.06763978,0.0007984281,0.00005403256,0.0001122291,0.0001136336,0.0002199204,0.002497101,0.9247662,0.00007234363],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"methods","genre_scores_codex":[0.0004813445,0.07336668,0.01148466,0.02740968,0.05740109,0.1100871,0.6062437,0.007338375,0.1061874],"genre_scores_gemma":[0.004599236,0.1368901,0.03668339,0.02224819,0.02176212,0.3194344,0.2279732,0.00361939,0.2267899],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.4210149,"threshold_uncertainty_score":0.825852,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1828203103505583,"score_gpt":0.4808995212618978,"score_spread":0.2980792109113395,"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."}}