{"id":"W4398775956","doi":"10.32920/25893493.v1","title":"The Environmental Drivers of Beach Water Quality in Toronto","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":"Quality (philosophy); Water quality; Environmental planning; Business; Geography; Transport engineering; Environmental science; Engineering; Ecology; Physics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001945347,0.0001901588,0.0001785515,0.0006388744,0.0007942772,0.0009799915,0.0002660904,0.0001947303,0.002610803],"category_scores_gemma":[0.0009619078,0.0002015863,0.0002775013,0.002506182,0.0004666543,0.0003051836,0.0008697656,0.0002803235,0.0001564556],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01398326,"about_ca_system_score_gemma":0.007973177,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9733356,"about_ca_topic_score_gemma":0.987106,"domain_scores_codex":[0.9997213,0.00003456025,0.00001557414,0.00004800792,0.00009754996,0.0000828199],"domain_scores_gemma":[0.999265,0.00008263728,0.0001601134,0.0000282675,0.0003132508,0.0001506822],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008135293,0.00001679378,0.9829767,0.00007959634,0.00008694333,0.0002958122,0.002825849,0.002125371,0.001373854,0.001111613,0.002577929,0.006448227],"study_design_scores_gemma":[0.000001353044,0.00000695845,0.9966528,0.000008890322,0.00001017326,0.00001138073,0.001514535,0.0005749605,0.00007808482,0.00004092341,0.001094138,0.000005815682],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9923993,0.0002486999,0.0001703928,0.0003822642,0.000004543991,0.00001485145,0.003978575,0.000009365934,0.002792048],"genre_scores_gemma":[0.997777,0.0001766275,0.0001038957,0.00001915238,0.000001853624,0.000006138967,0.000860407,0.000003644029,0.001051272],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02666444,"threshold_uncertainty_score":0.1014561,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02024971399397481,"score_gpt":0.30353701114683,"score_spread":0.2832872971528552,"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."}}