{"id":"W4386641975","doi":"10.2196/47119","title":"Methods for the Clinical Validation of Digital Endpoints: Protocol for a Scoping Review Abstract","year":2023,"lang":"en","type":"review","venue":"JMIR Research Protocols","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"European Commission","keywords":"Systematic review; Protocol (science); Clinical trial; Electronic data capture; Computer science; MEDLINE; Digital library; Medical physics; Cochrane Library; Clinical endpoint; Data extraction; Medicine; Meta-analysis; Alternative medicine","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":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.2266539,0.006512033,0.01131318,0.02343667,0.00528743,0.009789472,0.007775075,0.01318555,0.09084062],"category_scores_gemma":[0.2514985,0.006110647,0.01673507,0.02165755,0.007784999,0.009687754,0.01058609,0.009803946,0.03071895],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01564258,"about_ca_system_score_gemma":0.0802916,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002775622,"about_ca_topic_score_gemma":0.004606928,"domain_scores_codex":[0.8207306,0.08354441,0.06483773,0.00717198,0.01927228,0.004443054],"domain_scores_gemma":[0.788206,0.08234131,0.0327692,0.02497288,0.06737247,0.004338191],"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":[0.008239269,0.0009414689,0.001294647,0.6993592,0.00183536,0.001197591,0.006082362,0.002877243,0.004435898,0.02056416,0.1176571,0.1355156],"study_design_scores_gemma":[0.01581985,0.002523509,0.004323571,0.4110341,0.002622833,0.0007645072,0.003681754,0.001852516,0.004128605,0.02599888,0.5266041,0.0006458702],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.0001176627,0.0004795401,0.003169404,0.000334571,0.0003305813,0.992716,0.002121607,0.00008057425,0.0006501331],"genre_scores_gemma":[0.0001113119,0.0002967867,0.005779073,0.000115426,0.00002056347,0.9931996,0.0002992731,0.000008101732,0.0001697827],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.7733461,"threshold_uncertainty_score":0.9536735,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9127470333237991,"score_gpt":0.8401910237030668,"score_spread":0.07255600962073239,"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."}}