{"id":"W4210866412","doi":"10.1111/amet.13051","title":"Inhabiting a transforming delta","year":2022,"lang":"en","type":"article","venue":"American Ethnologist","topic":"Indigenous Studies and Ecology","field":"Health Professions","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Deutsche Forschungsgemeinschaft; Aurora Research Institute","keywords":"Negotiation; Improvisation; Geography; Sociology; Social science; Art","routes":{"ca_aff":false,"ca_fund":true,"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":[0.0007256668,0.0001083333,0.0002786152,0.00008496522,0.009967336,0.000002097551,0.0002432146,0.00004360108,0.0008869515],"category_scores_gemma":[0.0001720787,0.0001039907,0.00005816562,0.0004216138,0.0003969891,0.00002665268,0.0004569762,0.001029692,0.0001191265],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004579619,"about_ca_system_score_gemma":0.0002222872,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03021768,"about_ca_topic_score_gemma":0.02375519,"domain_scores_codex":[0.9977918,0.0003506979,0.0003183358,0.0002383343,0.0001289205,0.001171958],"domain_scores_gemma":[0.999123,0.000355889,0.0002168631,0.0002020333,0.00005462567,0.00004761742],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002136677,0.0002710094,0.4668564,0.0001132548,0.0002143772,0.0001937326,0.3326813,0.0002669704,0.0007969667,0.01556102,0.02264569,0.1601857],"study_design_scores_gemma":[0.0003628641,0.0005693857,0.006549197,0.000004761927,0.00001480428,0.000009301947,0.7130221,0.00005445523,0.00001350402,0.0001500635,0.2790598,0.0001897374],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9402034,0.0001714298,0.0003227228,0.008077611,0.0005516645,0.0005502516,0.00004462359,0.0002634712,0.04981479],"genre_scores_gemma":[0.9919404,0.00005484733,0.0003355138,0.005990848,0.000107619,0.0007355927,0.00001626175,0.00002106828,0.0007978126],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4603072,"threshold_uncertainty_score":0.9940587,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04794021523723334,"score_gpt":0.3936663430658114,"score_spread":0.3457261278285781,"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."}}