{"id":"W2990493271","doi":"10.1289/isee.2011.00103","title":"CLIMATE CHANGE AND INCREASED PRECIPITATIONS: THE IMPACT OF HEAVY RAINFALLS ON SURFACE WATER TOTAL ORGANIC CARBON (TOC) AND RESULTING HUMAN EXPOSURE TO TRIHALOMETHANES","year":2011,"lang":"en","type":"article","venue":"ISEE Conference Abstracts","topic":"Water Treatment and Disinfection","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Institut National de Santé Publique du Québec; Université du Québec à Montréal","funders":"","keywords":"Trihalomethane; Total organic carbon; Surface water; Environmental chemistry; Environmental science; Chloroform; Chemistry; Water treatment; Environmental engineering","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":[],"consensus_categories":[],"category_scores_codex":[0.0002882031,0.0001576341,0.000147717,0.00003770665,0.0001282692,0.00004490025,0.00007097668,0.00005754478,0.0002288558],"category_scores_gemma":[0.0000439844,0.00009167002,0.00003028086,0.00007373878,0.00009855512,0.0002096871,0.00007865951,0.00007051627,0.00003058458],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003939788,"about_ca_system_score_gemma":0.000005419831,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006899346,"about_ca_topic_score_gemma":0.0005025219,"domain_scores_codex":[0.9991056,0.00006887456,0.0002029128,0.0002445451,0.0001329611,0.0002450833],"domain_scores_gemma":[0.999546,0.00007266019,0.00007968313,0.0001748042,0.00002107358,0.0001057707],"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":[0.0005403309,0.0004569812,0.2429219,0.00003485205,0.00006252945,0.00001507792,0.0384623,0.0007806884,0.7134625,0.0000463299,0.00002423513,0.003192286],"study_design_scores_gemma":[0.0004990851,0.000785839,0.9118584,0.0000423602,0.0000205814,0.000004984658,0.0002590106,0.0000126034,0.08619198,0.0002089865,0.000001069959,0.0001150543],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9952011,0.00001629814,4.39479e-7,0.00005881424,0.0000256381,0.0004824442,0.00001386491,0.00002272181,0.004178639],"genre_scores_gemma":[0.9998161,0.0000157427,0.00004015197,0.00001999892,0.00001903493,0.00002324855,0.00001209375,0.00001051442,0.00004317392],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6689366,"threshold_uncertainty_score":0.9997138,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05516320653370708,"score_gpt":0.2676968610069268,"score_spread":0.2125336544732197,"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."}}