{"id":"W7125492665","doi":"10.1080/14649357.2025.2592585","title":"‘Together We Know a Lot’: A Reflective Case Study of Social Learning Through Participatory Action Research","year":2025,"lang":"en","type":"article","venue":"Planning Theory & Practice","topic":"Participatory Visual Research Methods","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Impact; University of British Columbia","funders":"Robert Wood Johnson Foundation","keywords":"Participatory action research; Action research; Action (physics); Citizen journalism; Social learning; Action learning; Experiential learning","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.05703143,0.00144286,0.001352803,0.002833136,0.03789358,0.01073663,0.006407776,0.007691701,0.002963888],"category_scores_gemma":[0.08032189,0.001445542,0.001491627,0.00238729,0.0324579,0.01211265,0.01449723,0.01063094,0.0009186065],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005634263,"about_ca_system_score_gemma":0.01192115,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004949103,"about_ca_topic_score_gemma":0.009671071,"domain_scores_codex":[0.9035779,0.08433001,0.001138995,0.003316462,0.003923056,0.003713482],"domain_scores_gemma":[0.9195371,0.05989456,0.004021863,0.00535865,0.003381446,0.007806343],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0000754161,0.0006852499,0.001400897,0.0001597569,0.00002223947,0.003031795,0.9716693,0.0003085962,0.0005885684,0.008030055,0.001324597,0.01270346],"study_design_scores_gemma":[0.00006409906,0.0004850091,0.0008538183,0.0003217116,0.00002995223,0.002277907,0.9440149,0.0008102267,0.00113431,0.007748391,0.04217466,0.00008512194],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8792857,0.0009565001,0.05419664,0.02399929,0.000575703,0.003008815,0.00009241428,0.0001956265,0.03768934],"genre_scores_gemma":[0.9619567,0.0007760564,0.02798257,0.001988415,0.000115638,0.001456621,0.00005214677,0.0001092304,0.005562575],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05703143,"threshold_uncertainty_score":0.3016147,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8089899673555607,"score_gpt":0.750024415335214,"score_spread":0.0589655520203467,"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."}}