{"id":"W7116781598","doi":"10.71079/aside.hs.122125202","title":"Search Filters to Identify Automation in HEOR: An Umbrella Review of Performance and Overlap","year":2025,"lang":"","type":"article","venue":"ASIDE Health Sciences","topic":"Artificial Intelligence in Healthcare and Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Milton District Hospital","funders":"","keywords":"Automation; Checklist; Relevance (law); Filter (signal processing); Reliability (semiconductor); Inclusion (mineral)","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":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.4379633,0.005530295,0.02241697,0.09582311,0.004883943,0.0143936,0.008220237,0.008839176,0.0124283],"category_scores_gemma":[0.7071378,0.00401407,0.02324728,0.05353309,0.007997957,0.01939766,0.01356367,0.003186483,0.002658679],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02502289,"about_ca_system_score_gemma":0.04239601,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01127969,"about_ca_topic_score_gemma":0.02035053,"domain_scores_codex":[0.4322391,0.2531007,0.2497884,0.01491035,0.04602868,0.003932764],"domain_scores_gemma":[0.2436592,0.5997734,0.08578796,0.02444287,0.04420069,0.002135901],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0009082874,0.00003255341,0.00184608,0.9051183,0.01370503,0.0001426536,0.002427734,0.0003163778,0.0003814264,0.003398961,0.005493692,0.0662289],"study_design_scores_gemma":[0.0005480221,0.0002352714,0.002578683,0.9372385,0.02508221,0.0001929983,0.0007284643,0.0002979299,0.0004088078,0.004031035,0.02853682,0.0001211969],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.006323172,0.8847115,0.02313765,0.01165027,0.002750771,0.05780864,0.006773673,0.000482165,0.006362115],"genre_scores_gemma":[0.09538771,0.5002575,0.1088258,0.01641389,0.001613074,0.2668321,0.007654803,0.0005356565,0.00247945],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.5620366,"threshold_uncertainty_score":0.6930913,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.255950969116249,"score_gpt":0.566546833834607,"score_spread":0.310595864718358,"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."}}