{"id":"W4398766192","doi":"10.32920/25893613","title":"The Environmental Drivers of Canadian Beach Water Quality","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Water Quality and Pollution Assessment","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Water quality; Quality (philosophy); Environmental science; Environmental quality; Environmental planning; Business; Environmental resource management; Water resource management; Environmental protection; Political science; Ecology","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":[0.0008862827,0.0001906898,0.0001730223,0.00007620136,0.0001895117,0.00006927919,0.0004741812,0.0001735944,0.006828457],"category_scores_gemma":[0.000003736556,0.00010666,0.0001582066,0.00006257222,0.0004274572,0.00003092127,0.001449111,0.0004562273,0.002072457],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006502155,"about_ca_system_score_gemma":0.00004597823,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.4115539,"about_ca_topic_score_gemma":0.2561125,"domain_scores_codex":[0.9982598,0.0001904094,0.0003927901,0.0003704722,0.0004195122,0.000367039],"domain_scores_gemma":[0.9991795,0.00003242173,0.00006270959,0.0005264182,0.000001517472,0.0001974021],"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":[0.0001142758,0.0007522865,0.1226199,0.0008122057,0.001556074,0.0001049495,0.06827494,0.01731032,0.07522273,0.05738822,0.6119533,0.04389084],"study_design_scores_gemma":[0.0001489123,0.00003156953,0.05894549,0.00002651823,0.00006499993,0.000002827604,0.000979731,0.0002679826,0.02741148,0.01902488,0.8925672,0.0005283717],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8766397,0.0001108036,0.00003327825,0.01328581,0.001123274,0.0004825454,0.0004086024,0.00004577672,0.1078702],"genre_scores_gemma":[0.9816487,0.00007091506,0.0001943949,0.0003974682,0.00003246188,0.00002094457,0.0001180963,0.00001260975,0.01750434],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.280614,"threshold_uncertainty_score":0.9987046,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02980259333102715,"score_gpt":0.2685759483655655,"score_spread":0.2387733550345383,"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."}}