{"id":"W1816460651","doi":"","title":"Investigation and qualitative classification of Heroriver water by Canadian Water Quality Index (CWQI).","year":2014,"lang":"en","type":"article","venue":"Advances in Environmental Biology","topic":"Water Quality and Pollution Assessment","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Water quality; Index (typography); Quality (philosophy); Environmental science; Biology; Ecology; Computer science","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":[],"consensus_categories":[],"category_scores_codex":[0.0007315112,0.0001244005,0.0001652896,0.00004311121,0.0000694304,0.000004823016,0.0001096931,0.000108536,0.0006734714],"category_scores_gemma":[0.00001032266,0.00008739639,0.00001986437,0.00003308678,0.0008578861,0.000292398,0.00008058464,0.00009908781,0.0001337308],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002407238,"about_ca_system_score_gemma":0.000002553438,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01714176,"about_ca_topic_score_gemma":0.01667819,"domain_scores_codex":[0.9983432,0.0006229877,0.0003358293,0.0003116365,0.0001073171,0.0002789806],"domain_scores_gemma":[0.9996066,0.00005930999,0.00007120419,0.0001511643,0.00000124273,0.0001104739],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00002123235,0.00003551706,0.488916,0.000009631229,0.000005401509,1.607572e-7,0.008639683,0.0000885129,0.4955355,0.0008276482,0.00003580324,0.005884918],"study_design_scores_gemma":[0.00100987,0.0002436367,0.6779231,0.00000967884,0.000008269145,0.000001993336,0.002628592,0.0003358587,0.1918225,0.02678998,0.09878298,0.0004434876],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972144,0.00006039949,0.0005280427,0.0008339845,0.0000706092,0.0001409087,0.00005367401,0.00000633785,0.00109165],"genre_scores_gemma":[0.9988156,0.0001026812,0.0002427358,0.0004310069,0.000009613115,0.0000211131,0.0002480773,0.000006163063,0.0001230269],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.303713,"threshold_uncertainty_score":0.9894032,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02137452092980107,"score_gpt":0.2999107112958964,"score_spread":0.2785361903660953,"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."}}