{"id":"W3009073987","doi":"10.3167/aia.2019.260303","title":"Pedagogy in Action","year":2019,"lang":"en","type":"article","venue":"Anthropology in Action","topic":"Participatory Visual Research Methods","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sociology; Transformative learning; Counterintuitive; Ethnography; Participatory action research; General partnership; Action research; Action (physics); Pedagogy; Anthropology; Political science; Epistemology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02284932,0.001109076,0.0007203621,0.002102705,0.007217837,0.01383764,0.00291277,0.004441598,0.0158252],"category_scores_gemma":[0.01698784,0.0004341067,0.0007407495,0.001253228,0.05953874,0.009357977,0.01289,0.006228082,0.002721573],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00758062,"about_ca_system_score_gemma":0.01206976,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003533886,"about_ca_topic_score_gemma":0.003712256,"domain_scores_codex":[0.9724554,0.02179993,0.0006581891,0.002192458,0.001988397,0.0009056386],"domain_scores_gemma":[0.9856035,0.009346222,0.0007548362,0.002243186,0.0008145031,0.001237758],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.000008568882,0.00004466792,0.0002740044,0.0002204475,0.000007230994,0.00007443251,0.03826421,0.0003320334,0.0001792829,0.9311149,0.006896729,0.02258353],"study_design_scores_gemma":[0.00001978814,0.00004625359,0.0002441672,0.0005952502,0.000005298508,0.0001217097,0.01665763,0.0004879744,0.0002560222,0.5198101,0.4617443,0.00001146752],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.01011543,0.006120362,0.1660851,0.08412378,0.002770904,0.0008600873,0.0001196946,0.000514472,0.7292902],"genre_scores_gemma":[0.7208041,0.00571075,0.1347274,0.01300977,0.001200837,0.00233335,0.0001667969,0.0004218958,0.121625],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.02284932,"threshold_uncertainty_score":0.1208402,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6659522450468494,"score_gpt":0.746797605629937,"score_spread":0.08084536058308767,"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."}}