{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","sts"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.05135382,0.0001844122,0.0003660904,0.0003792333,0.003110088,0.0001641415,0.0004013201,0.0002135848,0.0001584042],"category_scores_gemma":[0.05831882,0.0001900494,0.00008035275,0.001976942,0.0009613575,0.001143362,0.0002674072,0.001825713,0.00004942955],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005065126,"about_ca_system_score_gemma":0.001122961,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005772796,"about_ca_topic_score_gemma":0.0006740229,"domain_scores_codex":[0.9422775,0.05439455,0.0004646498,0.0005466813,0.001369337,0.0009472697],"domain_scores_gemma":[0.97504,0.02318303,0.0003226568,0.0003133804,0.0009960906,0.0001448012],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.002862733,0.00183612,0.00358493,0.00005840465,0.0004649691,0.001191634,0.8985982,0.0001654275,0.001816596,0.06627514,0.0007887695,0.02235706],"study_design_scores_gemma":[0.0005873577,0.0005603164,0.0003688806,0.0001011381,0.0001603649,0.00001824889,0.8601354,0.000109926,0.0007456095,0.01030649,0.1267401,0.0001661493],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8934537,0.0009378153,0.002891659,0.001269973,0.0002894609,0.0009588492,0.000001656157,0.0001713297,0.1000256],"genre_scores_gemma":[0.9945403,0.00006808517,0.0007302528,0.0001017789,0.0002345608,0.0002611294,5.167075e-7,0.0000298336,0.004033484],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1259513,"threshold_uncertainty_score":0.9981877,"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."}}