{"id":"W2734932564","doi":"10.1353/nib.2017.0027","title":"Developing Trust, Multiple Identities, and Participatory Research: Select Examples","year":2017,"lang":"en","type":"article","venue":"Narrative Inquiry in Bioethics","topic":"Health Policy Implementation Science","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Community-based participatory research; Participatory action research; Context (archaeology); Photovoice; Public relations; Sociology; Health equity; Community engagement; Citizen journalism; Medicine; Political science; Public health; Geography; Nursing; Anthropology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"qualitative","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":["metaresearch"],"domain":"methods","study_design":"qualitative","genre":"commentary","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","sts"],"consensus_categories":["sts"],"category_scores_codex":[0.01741174,0.0001676151,0.0003025499,0.0003629361,0.006442905,0.0001202276,0.0005602618,0.0003518263,0.000177751],"category_scores_gemma":[0.03019737,0.0001590886,0.00001977846,0.0003752857,0.003538646,0.0007225983,0.000521837,0.001987852,0.0001105822],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000598634,"about_ca_system_score_gemma":0.002934813,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004864637,"about_ca_topic_score_gemma":0.02949963,"domain_scores_codex":[0.992369,0.004319412,0.0008698843,0.0004885911,0.0007595702,0.001193541],"domain_scores_gemma":[0.9900327,0.007912071,0.0004334334,0.0005946956,0.0007621578,0.0002649777],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.00002746438,0.000009720839,0.4321817,0.0001887309,0.000005976976,0.000007234672,0.5382552,7.629548e-7,0.0001880319,0.02400324,0.004685151,0.0004468485],"study_design_scores_gemma":[0.001630389,0.0001277475,0.5022697,0.0004970921,0.000003321153,0.000002192038,0.4395079,0.0002255321,0.0006519642,0.01452414,0.04024121,0.0003188245],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9658617,0.00006037106,0.0004514835,0.03064472,0.000838528,0.0009776246,0.00002382461,0.00004823833,0.00109352],"genre_scores_gemma":[0.9910284,0.0002164673,0.002080858,0.005203234,0.0003928396,0.0004316306,0.000004760963,0.00002156838,0.0006202853],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09874724,"threshold_uncertainty_score":0.9991732,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9676821735432983,"score_gpt":0.763809118205148,"score_spread":0.2038730553381504,"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."}}