{"id":"W4293089814","doi":"10.3390/w14172601","title":"Case Study of Collaborative Modeling in an Indigenous Community","year":2022,"lang":"en","type":"article","venue":"Water","topic":"Disaster Management and Resilience","field":"Social Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Indigenous; Flood myth; Community health; Community cohesion; Environmental planning; Community network; Environmental resource management; Community organization; Business; Public relations; Health care; Geography; Computer science; Political science; Ecology; Environmental science","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":[],"consensus_categories":[],"category_scores_codex":[0.0007360823,0.0000317991,0.00006267754,0.00006231002,0.0008140825,0.00002560959,0.0002037238,0.000008377547,0.0000805246],"category_scores_gemma":[0.000003358904,0.00002492461,0.000006564615,0.0002006907,0.00004068985,0.00014374,0.0001697085,0.0001095968,0.000001541083],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003622023,"about_ca_system_score_gemma":0.00002208009,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.04230218,"about_ca_topic_score_gemma":0.09377907,"domain_scores_codex":[0.9986959,0.0008456159,0.00009408403,0.00006252129,0.0001759169,0.0001259606],"domain_scores_gemma":[0.9998105,0.000010464,0.00001610914,0.0001162222,0.00002684144,0.00001982355],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000009672898,0.000674202,0.01206445,0.000002156097,0.000003649649,0.0002074552,0.9773964,0.009105106,0.00003816383,0.00003362231,0.000004861971,0.000460308],"study_design_scores_gemma":[0.0001956035,0.0002293186,0.0001228717,7.378234e-7,0.000003508902,0.000001352367,0.9982352,0.0008341383,0.00001273614,0.0002012976,0.0001202203,0.0000429881],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996165,0.000004134171,0.000003617271,0.00002280015,0.00005498941,0.0003165844,0.0000016278,0.000009622559,0.003421674],"genre_scores_gemma":[0.9996218,5.309441e-7,0.000007461891,0.00002158706,0.000007181222,0.00002606613,0.000001735409,0.000002437004,0.0003111933],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05147689,"threshold_uncertainty_score":0.9640752,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07100415118070118,"score_gpt":0.3500795451795043,"score_spread":0.2790753939988031,"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."}}