{"id":"W4383815459","doi":"10.1186/s40900-023-00459-w","title":"Positioning patients to partner: exploring ways to better integrate patient involvement in the learning health systems","year":2023,"lang":"en","type":"letter","venue":"Research Involvement and Engagement","topic":"Healthcare Systems and Technology","field":"Business, Management and Accounting","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Trillium Health Centre","funders":"","keywords":"Healthcare system; Psychology; Medicine; Knowledge management; Medical education; Health care; Computer science; Political science","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":["metaepi_narrow","sts","scholarly_communication","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.01100656,0.0006276902,0.0007760012,0.003014684,0.001602254,0.001359555,0.00090225,0.0003263875,0.00002873157],"category_scores_gemma":[0.0003868524,0.0004901769,0.0001142871,0.002257427,0.00007520055,0.0004722065,0.00175888,0.004426364,0.0007167039],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00105162,"about_ca_system_score_gemma":0.0001122282,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02446388,"about_ca_topic_score_gemma":0.002140442,"domain_scores_codex":[0.9915825,0.000839553,0.001382525,0.001290678,0.002592069,0.002312689],"domain_scores_gemma":[0.9978032,0.0003857338,0.0003472418,0.0007988092,0.0005525842,0.0001124552],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002258867,0.0001334608,0.006488025,0.002968672,0.00008687627,0.0001654524,0.003895983,0.000269881,0.000008482587,0.003921021,0.9524938,0.02954569],"study_design_scores_gemma":[0.0004302575,0.000556233,0.00121454,0.002120926,0.00001266348,4.503283e-7,0.01083071,0.0003620786,0.000003679153,0.0004282005,0.9835507,0.0004895425],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.1897407,0.000471978,0.0004207352,0.7931112,0.002453532,0.01121297,0.0000346879,0.0004995898,0.002054589],"genre_scores_gemma":[0.3936521,0.0004808063,0.0001410989,0.582555,0.007400197,0.01357717,0.001395473,0.0003053292,0.0004928639],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.2105562,"threshold_uncertainty_score":0.999755,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3228204534959656,"score_gpt":0.3635824395276991,"score_spread":0.04076198603173353,"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."}}