{"id":"W4417004190","doi":"10.1371/journal.pbio.3003551","title":"How to integrate patient and carer perspectives, methodological rigor, and ethics into biomedical research funding","year":2025,"lang":"en","type":"article","venue":"PLoS Biology","topic":"Mental Health and Patient Involvement","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Horizon 2020 Framework Programme","keywords":"Research ethics; MEDLINE; Ethical issues; Bioethics; Qualitative research","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":[],"consensus_categories":[],"category_scores_codex":[0.004197795,0.0001427602,0.0003324896,0.0003512202,0.001151142,0.00001335931,0.0001310129,0.0005435132,0.00007061654],"category_scores_gemma":[0.0030577,0.00009792251,0.00002078538,0.0003639268,0.0004523562,0.00003035081,0.0006246882,0.001865488,0.000022973],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003368712,"about_ca_system_score_gemma":0.000300165,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007132537,"about_ca_topic_score_gemma":0.0004783535,"domain_scores_codex":[0.9933076,0.004823833,0.0003610754,0.0005579451,0.0002107027,0.0007388605],"domain_scores_gemma":[0.9941255,0.004902648,0.00006684867,0.000201357,0.0002849457,0.0004187264],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001357211,0.0007610359,0.1801339,0.005096966,0.0002094026,0.0000254087,0.2906619,8.294568e-8,0.02770101,0.4053522,0.01018103,0.07851981],"study_design_scores_gemma":[0.001868013,0.005772342,0.007133349,0.002202078,0.0000443794,0.000002987517,0.3879439,0.0001585238,0.001259108,0.06420568,0.5289476,0.0004620491],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9587129,0.001914513,0.001320793,0.03434377,0.0006678363,0.001388143,0.00003963156,0.00004473827,0.001567644],"genre_scores_gemma":[0.9764255,0.0008155459,0.01478164,0.006603306,0.0001532565,0.0004547871,0.00008061931,0.00001064181,0.0006746843],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5187665,"threshold_uncertainty_score":0.8853767,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7603698683809733,"score_gpt":0.6185584692848336,"score_spread":0.1418113990961397,"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."}}