{"id":"W4401813097","doi":"10.2139/ssrn.4934772","title":"Deciphering Basic and Key Traits of Bio-Pollutants in a Long-Term Reclaimed Water Headwater Urban Stream","year":2024,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Water Quality Monitoring and Analysis","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Key (lock); Term (time); Pollutant; Environmental science; Ecology; Water resource management; Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.001817806,0.0003737736,0.0005460973,0.0002268188,0.0001017637,0.000132886,0.0004241084,0.0002474759,0.0001603253],"category_scores_gemma":[0.00001315866,0.0002678346,0.000223784,0.0001800324,0.0001421178,0.0001101531,0.0007837332,0.002889484,0.00005526829],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001310738,"about_ca_system_score_gemma":0.0001918598,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007331296,"about_ca_topic_score_gemma":0.001346722,"domain_scores_codex":[0.996111,0.0001951474,0.0006957696,0.0006006262,0.0004563415,0.001941129],"domain_scores_gemma":[0.9994025,0.00002228313,0.0001552756,0.0002648105,0.0000107084,0.0001443869],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0003717176,0.000701045,0.5472826,0.000835016,0.002225994,0.0003306968,0.01687977,0.003425445,0.2153262,0.0003569511,0.00008007927,0.2121844],"study_design_scores_gemma":[0.00407778,0.001259119,0.3289557,0.004767436,0.001703569,0.001344003,0.002450387,0.001166905,0.2808892,0.3693129,0.0002468233,0.003826153],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970489,0.001864992,0.0001017365,0.0004601137,0.0002329474,0.0001382033,0.00001369642,0.00002688797,0.000112584],"genre_scores_gemma":[0.9968608,0.001446961,0.00007109939,0.000009149548,0.0002239372,0.000008634562,0.000007136342,0.00004679753,0.001325508],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3689559,"threshold_uncertainty_score":0.9999774,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01197866446969896,"score_gpt":0.2481537525849752,"score_spread":0.2361750881152762,"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."}}