{"id":"W4412727147","doi":"10.2196/75741","title":"Public Involvement in Cancer Research: Collaborative Evaluation Using Photovoice","year":2025,"lang":"en","type":"article","venue":"JMIR Cancer","topic":"Participatory Visual Research Methods","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Photovoice; Public involvement; Narrative; Public relations; Process (computing); Public health; Medical education; Political science; Psychology; Medicine; Nursing; Computer science","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.1566585,0.0018715,0.001922129,0.003740031,0.007823214,0.006906075,0.003973071,0.003884458,0.006989712],"category_scores_gemma":[0.2355254,0.001298564,0.002800321,0.00243892,0.006534738,0.004593168,0.01282947,0.003080104,0.0009118253],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009586507,"about_ca_system_score_gemma":0.01291744,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002811697,"about_ca_topic_score_gemma":0.005901564,"domain_scores_codex":[0.7773764,0.1929194,0.006850397,0.00639527,0.01144108,0.005017371],"domain_scores_gemma":[0.6614403,0.2609461,0.01532468,0.02045486,0.03163716,0.01019686],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.01084479,0.01930705,0.01544814,0.01431719,0.0006210267,0.0015597,0.4975395,0.003868304,0.006029157,0.006343909,0.01452904,0.4095922],"study_design_scores_gemma":[0.01844729,0.0457956,0.05850735,0.01451401,0.002147162,0.001033706,0.6014767,0.01198814,0.01774253,0.01884641,0.2083224,0.001178619],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8452091,0.001786389,0.03642731,0.003795773,0.0008472285,0.07853641,0.000810131,0.0009068195,0.03168076],"genre_scores_gemma":[0.7890239,0.0008569581,0.08189099,0.001283253,0.0001815818,0.1222797,0.0004016282,0.0002604597,0.003821535],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8433415,"threshold_uncertainty_score":0.8284995,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9171393560056962,"score_gpt":0.7684516216150726,"score_spread":0.1486877343906235,"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."}}