{"id":"W7118084906","doi":"10.1093/geroni/igaf122.1064","title":"From the Outside, Looking in: Photovoice as a Transformative Method in Community-Engaged Research","year":2025,"lang":"en","type":"article","venue":"Innovation in Aging","topic":"Participatory Visual Research Methods","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Simon Fraser University; Concordia University","funders":"","keywords":"Photovoice; Transformative learning; Embodied cognition; Lived experience; Photo elicitation; Aging in place; Status quo; Invisibility","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":["metaresearch","sts","research_integrity"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.1904547,0.00008721797,0.0001891232,0.001315329,0.001935133,0.0001639706,0.0006464108,0.0001019395,0.00005377412],"category_scores_gemma":[0.0571698,0.00008081261,0.00001901421,0.01142252,0.0003431494,0.0004974752,0.0001346554,0.00685733,0.00001208229],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007143544,"about_ca_system_score_gemma":0.0007275809,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1096484,"about_ca_topic_score_gemma":0.04803991,"domain_scores_codex":[0.896316,0.1010881,0.0007830891,0.0002302551,0.0008890165,0.0006935266],"domain_scores_gemma":[0.9576392,0.0416019,0.00007689813,0.0002861583,0.0003652216,0.0000306295],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00004896866,0.0001011128,0.07179181,0.00002342506,0.00001009335,0.000008248798,0.8425788,0.0001110914,0.006342682,0.04530043,0.000117582,0.03356578],"study_design_scores_gemma":[0.0009633782,0.00001929126,0.1052357,0.0007430556,0.000002050066,9.305013e-8,0.7133039,0.002133701,0.01118565,0.1561827,0.01008872,0.0001417372],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9295894,0.00005501873,0.0077745,0.006331468,0.0001149564,0.0006247399,0.00000262112,0.00002956065,0.05547772],"genre_scores_gemma":[0.9962497,0.00001484613,0.002477184,0.0008376937,0.00004023114,0.0001957329,0.00000371445,0.000007145463,0.0001737622],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1332849,"threshold_uncertainty_score":0.9993642,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6589347570429196,"score_gpt":0.6918373248448474,"score_spread":0.0329025678019278,"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."}}