{"id":"W4415749103","doi":"10.1007/978-3-032-03833-3_3","title":"Revisioning the Role of Community in Creating Better Brain Health","year":2025,"lang":"en","type":"book-chapter","venue":"Integrated science","topic":"Mental Health and Patient Involvement","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Parks Canada; Health Canada","funders":"","keywords":"Psychological intervention; Brain disease; Health care; Public health; Value (mathematics); Health equity; Community health","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":"codex-gemma-dda1882f352a","candidate_categories":["sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.007992613,0.0002332888,0.0004829328,0.0003939051,0.002470362,0.00001329657,0.000942253,0.0001960554,0.0003272407],"category_scores_gemma":[0.0004259717,0.0001514264,0.00006146098,0.0004184942,0.0005040715,0.00008980443,0.0004025321,0.00321248,0.00005406862],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008923995,"about_ca_system_score_gemma":0.003289221,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01232714,"about_ca_topic_score_gemma":0.003112653,"domain_scores_codex":[0.9963648,0.0008706751,0.001287238,0.0002640616,0.0005891788,0.0006240326],"domain_scores_gemma":[0.9959602,0.002000616,0.0008442466,0.0007161416,0.0003206557,0.0001581598],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001596493,0.0002025928,0.02409803,0.005352281,0.00003052396,0.000003495946,0.0770805,0.00002062968,0.0005546312,0.3784456,0.02099443,0.4930577],"study_design_scores_gemma":[0.001172293,0.001083286,0.004152523,0.1081244,0.00002369823,0.000001613919,0.0490799,0.001851604,0.0003422488,0.06775972,0.7656936,0.0007151543],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01731548,0.001465381,0.00005535195,0.003214878,0.0006859979,0.002058081,0.0001387933,0.00004106994,0.975025],"genre_scores_gemma":[0.4908891,0.0007127275,0.002029425,0.0944926,0.000250921,0.0002906846,0.0007001437,0.00008639022,0.410548],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7446992,"threshold_uncertainty_score":0.9990872,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1712334708388213,"score_gpt":0.4460753923842701,"score_spread":0.2748419215454488,"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."}}