{"id":"W2337403091","doi":"10.1080/17441692.2016.1170184","title":"Participatory visual methodologies in global public health","year":2016,"lang":"en","type":"article","venue":"Global Public Health","topic":"Participatory Visual Research Methods","field":"Social Sciences","cited_by":97,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Citizen journalism; Participatory GIS; Public health; Visual research; Participatory design; Global health; Participatory action research; Public relations; Sociology; Political science; Medicine; Nursing; Engineering","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","metaepi_narrow"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.06440326,0.0003454601,0.0008805937,0.0002189635,0.0009488118,0.0003398377,0.001121966,0.0002925894,0.0004334542],"category_scores_gemma":[0.03557871,0.0002734336,0.000163589,0.003033608,0.001471981,0.001310574,0.000417782,0.0003324878,0.0003383805],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.009979344,"about_ca_system_score_gemma":0.02418398,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01815664,"about_ca_topic_score_gemma":0.02832787,"domain_scores_codex":[0.9580993,0.03105364,0.001425167,0.001119565,0.002287777,0.006014528],"domain_scores_gemma":[0.9928935,0.001559367,0.0004476403,0.0006011605,0.0003489392,0.004149389],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002633838,0.0003648901,0.1666166,0.00004462148,0.00002977137,0.00001265874,0.002854683,6.243502e-7,0.000006430234,0.2100288,0.0101296,0.6098849],"study_design_scores_gemma":[0.001147659,0.0005938279,0.330236,0.00007178092,0.000002316285,0.000003812848,0.006515415,0.00003950658,0.000004271255,0.0181677,0.6427841,0.000433603],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3614764,0.00260663,0.05603619,0.5512581,0.001785421,0.001892893,0.0002909791,0.001063106,0.02359033],"genre_scores_gemma":[0.9815311,0.0006683429,0.00803764,0.00896714,0.0003752938,0.0001936141,0.000006328508,0.00002124834,0.0001992807],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6326545,"threshold_uncertainty_score":0.9999718,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8592172510882934,"score_gpt":0.7079278699656029,"score_spread":0.1512893811226905,"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."}}