{"id":"W4408320147","doi":"10.1111/amet.13389","title":"Novelistic account, ethnographic accountability","year":2025,"lang":"en","type":"article","venue":"American Ethnologist","topic":"Southeast Asian Sociopolitical Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Accountability; Ethnography; Sociology; Political science; Anthropology; Law","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.0008370132,0.0001837024,0.0003643891,0.0001483404,0.001013125,0.00009078102,0.0006323715,0.0001457247,0.0001350115],"category_scores_gemma":[0.003459941,0.0001743939,0.0001428774,0.001991587,0.01562665,0.0001052621,0.0001804873,0.0004025878,0.0001521772],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003120853,"about_ca_system_score_gemma":0.0002598315,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04817599,"about_ca_topic_score_gemma":0.01239947,"domain_scores_codex":[0.9978399,0.0002819136,0.0002754338,0.0004444467,0.0003675466,0.0007907682],"domain_scores_gemma":[0.998311,0.0008059624,0.0001138523,0.0004445269,0.0002086361,0.0001160558],"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":[0.00003162797,0.0001948991,0.3881547,0.00002125778,0.0001422062,0.00000464856,0.01569298,0.000001123661,0.00002420404,0.5296403,0.004282336,0.06180966],"study_design_scores_gemma":[0.0003467694,0.0000640467,0.2921853,0.00003610658,0.00008666855,3.387034e-7,0.4426667,0.000006941918,0.00003114964,0.04230873,0.2217945,0.0004727367],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.427341,0.0007236783,0.001156305,0.03819903,0.000808104,0.0004784759,0.0000409562,0.001024228,0.5302282],"genre_scores_gemma":[0.9958625,0.0001068095,0.0004214022,0.002352097,0.0001273813,0.0000660778,0.000002233587,0.00000998731,0.001051508],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5685215,"threshold_uncertainty_score":0.9870523,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03240007824447894,"score_gpt":0.4030136610192834,"score_spread":0.3706135827748045,"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."}}