{"id":"W7132910418","doi":"","title":"Application of high frequency surrogate modeling of instream chloride to improve understanding of chloride mobilization in cottage country, Ontario","year":2022,"lang":"en","type":"dissertation","venue":"TSpace","topic":"Mine drainage and remediation techniques","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Nipissing University","keywords":"Chloride; Work (physics); Mobilization","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002595187,0.000310329,0.0003472137,0.0002222784,0.000930653,0.001097429,0.000732694,0.0006113837,0.001241132],"category_scores_gemma":[0.001318488,0.000248012,0.0004265578,0.0006101141,0.0002949841,0.0004480975,0.0003669427,0.0004716984,0.0001990975],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00431126,"about_ca_system_score_gemma":0.007828438,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8273968,"about_ca_topic_score_gemma":0.8645434,"domain_scores_codex":[0.9998665,0.00001854441,0.000007165905,0.00003371224,0.00004873805,0.00002527957],"domain_scores_gemma":[0.9997615,0.00006654697,0.00002220523,0.00001966001,0.0001149291,0.00001521711],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001389898,0.00008204737,0.03475244,0.0000873343,0.00008123081,0.0001533973,0.0003731733,0.9276674,0.006203277,0.002182492,0.003387971,0.02489015],"study_design_scores_gemma":[0.00002625404,0.00002831686,0.01343151,0.00001049133,0.00001799075,0.00001149881,0.0002015255,0.9815439,0.001538852,0.0007016426,0.002468711,0.00001923204],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.953167,0.0001777953,0.02677161,0.0007330474,0.00005237927,0.0000631646,0.003434082,0.0003081083,0.01529285],"genre_scores_gemma":[0.9899833,0.0001273532,0.004787307,0.00003219155,0.000004747597,0.00002682716,0.0009609444,0.00004588621,0.004031453],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1726032,"threshold_uncertainty_score":0.3472394,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01368516127711722,"score_gpt":0.2746692599927332,"score_spread":0.260984098715616,"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."}}