{"id":"W4226079503","doi":"10.32920/19522021.v1","title":"First Nations Water Crisis - What is Environmental Chemistry?","year":2022,"lang":"en","type":"preprint","venue":"","topic":"Water Quality and Resources Studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Environmental crisis; Presentation (obstetrics); Perspective (graphical); Water chemistry; Chemistry; Political science; Environmental science; Environmental ethics; Environmental chemistry; Computer science; Philosophy","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001725335,0.0002892487,0.0002281704,0.0000248824,0.0009775016,0.0001743202,0.0005539759,0.0001536645,0.2462917],"category_scores_gemma":[0.00000338012,0.0002102153,0.0002019482,0.00004598216,0.0002371721,0.0001753904,0.007031905,0.0004221766,0.001817737],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004504385,"about_ca_system_score_gemma":0.000002862977,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008561264,"about_ca_topic_score_gemma":0.0001570499,"domain_scores_codex":[0.9980606,0.00004321994,0.0002830891,0.0006930291,0.0005645528,0.0003555539],"domain_scores_gemma":[0.9992689,0.00003484024,0.00006371373,0.0005413872,0.000001199007,0.00008990558],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001107757,0.003764544,0.05296091,0.001924814,0.001889522,0.0001692718,0.2961545,0.1199672,0.01526085,0.00006173264,0.5042583,0.003477545],"study_design_scores_gemma":[0.0001864348,0.0000180755,0.001408602,0.00002437392,0.00006838748,0.0000059254,0.01367591,0.0002193793,0.02623516,0.0009586119,0.9565182,0.00068096],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8236501,0.001026242,0.0001005767,0.03787642,0.0009776618,0.0008084882,0.0003371007,0.0002378575,0.1349855],"genre_scores_gemma":[0.927388,0.003495989,0.0003113009,0.001599993,0.0001092043,0.0002586858,0.0003340985,0.00003695468,0.0664658],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4522599,"threshold_uncertainty_score":0.9989595,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02632342380723914,"score_gpt":0.2223460630174874,"score_spread":0.1960226392102482,"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."}}