{"id":"W4408460388","doi":"10.21083/ruralreview.v4i1.6027","title":"Understanding Local Water Collaboration for the Potential to Enhance Community Source Water Protection at Chippewas of the Thames First Nation","year":2020,"lang":"en","type":"article","venue":"Rural Review Ontario Rural Planning Development and Policy","topic":"Water Governance and Infrastructure","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Water source; Environmental planning; Environmental science; Environmental protection; Environmental resource management; Geography; Water resource management","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0004432814,0.0001249021,0.0001714803,0.00002029707,0.001945982,0.00007691256,0.0002103175,0.00005687607,0.00003735892],"category_scores_gemma":[0.0000754267,0.00005822061,0.00005025874,0.0001495861,0.0001017614,0.000191893,0.0001037996,0.0001774286,0.000006237999],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005748518,"about_ca_system_score_gemma":0.0001756341,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01987153,"about_ca_topic_score_gemma":0.0445676,"domain_scores_codex":[0.9990267,0.0001154517,0.0002513484,0.00009089128,0.0002640511,0.0002515895],"domain_scores_gemma":[0.9996544,0.00003365484,0.0001002925,0.00008710868,0.00006311089,0.00006143335],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003123156,0.00001832376,0.004525305,0.0009694044,0.0001181398,4.283678e-7,0.9552408,0.001487313,0.005576767,0.001033687,0.01347566,0.01724178],"study_design_scores_gemma":[0.000397267,0.0001313205,0.01590777,0.001996384,0.00008099327,0.00000408548,0.0238335,0.0001133635,0.05030797,0.0009691402,0.9058518,0.0004063916],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9207599,0.0005042038,0.00373105,0.07318041,0.000195633,0.001421842,0.000004911998,0.00002216231,0.0001799602],"genre_scores_gemma":[0.9963003,0.0002308902,0.00006320399,0.002184834,0.0001746191,0.00005226864,0.00002895962,0.000006954975,0.0009579219],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9314074,"threshold_uncertainty_score":0.9993533,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06962012929253297,"score_gpt":0.2986987799828082,"score_spread":0.2290786506902752,"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."}}