{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005112267,0.0006889119,0.0004632434,0.0008710204,0.01341785,0.002914249,0.004184473,0.003805071,0.00582044],"category_scores_gemma":[0.008945248,0.0003548072,0.0008805719,0.001064098,0.004770319,0.002849262,0.0061612,0.002067243,0.0004740242],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0048352,"about_ca_system_score_gemma":0.007246188,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07721148,"about_ca_topic_score_gemma":0.09958849,"domain_scores_codex":[0.995324,0.003236017,0.0001128117,0.0003775973,0.0004453639,0.0005041653],"domain_scores_gemma":[0.9931424,0.003944668,0.0003271419,0.0006745874,0.0006197034,0.001291606],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0007374676,0.004525497,0.04432302,0.0006597794,0.0002094559,0.05333361,0.548689,0.186973,0.004766051,0.09452981,0.008834492,0.05241876],"study_design_scores_gemma":[0.0002509412,0.001379978,0.009242659,0.0002788753,0.0001348199,0.003614906,0.5644754,0.2871411,0.003585702,0.03230206,0.09738113,0.0002125064],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9388677,0.00009793983,0.02178638,0.002934583,0.00005704009,0.0005679486,0.0001239461,0.000188234,0.03537614],"genre_scores_gemma":[0.9791419,0.00009119313,0.01438006,0.0001628558,0.00001445157,0.0002618091,0.00007076997,0.00003102252,0.005845984],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07721148,"threshold_uncertainty_score":0.1535242,"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."}}