{"id":"W4407866315","doi":"10.2196/64911","title":"Integrating Lived Experience Into Medical Education Related to Children With Medical Complexity or Developmental Disabilities: Protocol for a Scoping Review","year":2025,"lang":"en","type":"review","venue":"JMIR Research Protocols","topic":"Adolescent and Pediatric Healthcare","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Preprint; Protocol (science); Medical education; Psychology; Gerontology; Medicine; Computer science; Alternative medicine; World Wide Web","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":[0.09731131,0.005439531,0.01271298,0.02263759,0.006162634,0.009884404,0.006054674,0.008705683,0.05971791],"category_scores_gemma":[0.1041984,0.005924851,0.01623694,0.01989938,0.005783026,0.01053509,0.008153082,0.008085477,0.009763372],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01819421,"about_ca_system_score_gemma":0.08679341,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009906105,"about_ca_topic_score_gemma":0.01980979,"domain_scores_codex":[0.9516742,0.01977498,0.01738621,0.00323311,0.005393222,0.002538316],"domain_scores_gemma":[0.931774,0.02867464,0.01025159,0.006267272,0.0207393,0.00229341],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.004562611,0.0006820282,0.001184503,0.8455279,0.001542408,0.001961115,0.01215366,0.001850524,0.002624739,0.01054833,0.04145132,0.07591079],"study_design_scores_gemma":[0.008923915,0.001624572,0.003803342,0.649321,0.003419286,0.0008240849,0.01020245,0.0008502814,0.002022656,0.008647697,0.3099276,0.0004330951],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.0002915972,0.001291948,0.0009362052,0.0002365268,0.0001565155,0.9944493,0.001944144,0.00003557411,0.0006583261],"genre_scores_gemma":[0.0002308727,0.001191499,0.002229833,0.0001166672,0.00001438116,0.9956329,0.0003342202,0.000005063116,0.000244418],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.09731131,"threshold_uncertainty_score":0.5146376,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6970453810592689,"score_gpt":0.7560637448639569,"score_spread":0.05901836380468795,"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."}}