{"id":"W4384499316","doi":"10.32920/23696943.v1","title":"Health effects, environmental impacts, and photochemical degradation of selected surfactants in water","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Environmental Chemistry and Analysis","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Environmental chemistry; Pollutant; Degradation (telecommunications); Linear alkylbenzene; Pollution; Environmental science; Chemistry; Environmental toxicology; Environmental pollution; Sulfonate; Environmental engineering; Pulmonary surfactant; Environmental protection; Toxicity; Organic chemistry; Sodium; Computer science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002133944,0.00022579,0.0001175109,0.0004126099,0.0001082902,0.0003211299,0.00007397551,0.0002606915,0.001343452],"category_scores_gemma":[0.0001598386,0.00006617174,0.0002078439,0.0003015047,0.0001274946,0.0001923652,0.0001558651,0.0001246277,0.0002646768],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004726293,"about_ca_system_score_gemma":0.0001776616,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002723562,"about_ca_topic_score_gemma":0.002228555,"domain_scores_codex":[0.9998803,0.00002425051,0.000006138159,0.00001853318,0.00004941163,0.00002129757],"domain_scores_gemma":[0.999947,0.00001358163,0.00001591401,0.00000160194,0.00001781188,0.000004149944],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0009097624,0.0001941666,0.02571736,0.001748611,0.000115065,0.0007515758,0.0003004427,0.004222264,0.8104489,0.002186771,0.002961332,0.1504436],"study_design_scores_gemma":[0.00001636453,0.00214451,0.06192831,0.0001368066,0.0001747835,0.0009186051,0.0005341792,0.003385941,0.8976396,0.002189394,0.03090173,0.0000297991],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9203261,0.06298509,0.001990212,0.000587458,0.00009205523,0.00003339213,0.0007667741,0.00003644122,0.01318258],"genre_scores_gemma":[0.9637766,0.02675503,0.0005250309,0.0001185662,0.00003921542,0.00001272499,0.0003414816,0.000008041315,0.008423269],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002723562,"threshold_uncertainty_score":0.00541544,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01111889133365248,"score_gpt":0.2321262072384005,"score_spread":0.221007315904748,"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."}}