{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001947491,0.00005844322,0.0001354813,0.0002539756,0.0001440577,0.00001298501,0.0001076466,0.0001917562,0.002882066],"category_scores_gemma":[0.0005869618,0.00006397058,0.00002342425,0.0004090435,0.000527191,0.0003443171,0.00002399436,0.0002994292,0.000512795],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004143254,"about_ca_system_score_gemma":0.0002477946,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02517044,"about_ca_topic_score_gemma":0.0773191,"domain_scores_codex":[0.9975337,0.001494352,0.0001594534,0.0002055049,0.000201068,0.0004059319],"domain_scores_gemma":[0.9994117,0.0003307205,0.00004939013,0.0001201243,0.00003138123,0.00005666172],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001635256,0.0002870141,0.8389234,0.00002042115,0.000009168818,0.00002161748,0.01356567,0.00004684497,0.02495144,0.03994709,0.0003167067,0.08174713],"study_design_scores_gemma":[0.001209513,0.000398091,0.7485684,0.00003276996,0.000006454828,0.000004435688,0.08103365,0.0008852181,0.01275279,0.008416082,0.146385,0.0003076379],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9798517,0.00002881726,0.0001700678,0.00245217,0.001366285,0.0002110756,3.710508e-7,0.0000331911,0.01588637],"genre_scores_gemma":[0.9975035,0.0003824556,0.0001113211,0.00007292206,0.0001142395,0.00002294797,0.000001158064,0.000006164807,0.001785351],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1460683,"threshold_uncertainty_score":0.9980294,"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."}}