{"id":"W2009857712","doi":"10.1016/j.watres.2008.09.019","title":"Yield of trihalomethanes and haloacetic acids upon chlorinating algal cells, and its prediction via algal cellular biochemical composition","year":2008,"lang":"en","type":"article","venue":"Water Research","topic":"Marine Toxins and Detection Methods","field":"Environmental Science","cited_by":129,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Victoria","funders":"","keywords":"Algae; Chloroform; Chemistry; Starch; Green algae; Bovine serum albumin; Food science; Biochemistry; Chromatography; Botany; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002290051,0.0003633612,0.0001873248,0.0002138882,0.0002076891,0.0003028299,0.0001431801,0.0002246217,0.0006792303],"category_scores_gemma":[0.0003723376,0.0001847566,0.0002806511,0.0002571822,0.0002094147,0.0002211971,0.000231957,0.0003968683,0.0002584047],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003519632,"about_ca_system_score_gemma":0.0002791832,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002189602,"about_ca_topic_score_gemma":0.001838059,"domain_scores_codex":[0.9998293,0.000026848,0.000009765316,0.00003603874,0.00006368169,0.00003435517],"domain_scores_gemma":[0.9996616,0.00008799513,0.00005800214,0.00003439136,0.0001056072,0.00005248859],"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":[0.0002215191,0.000008518633,0.001975056,0.00002048126,0.00001107971,0.00002039056,0.00003954615,0.0001183102,0.9965112,0.00003948883,0.0000190997,0.001015367],"study_design_scores_gemma":[0.000002613011,0.00008407787,0.01103603,0.000001236717,0.00001064709,0.00003265447,0.00005410607,0.0006086516,0.9879011,0.00002371369,0.0002412259,0.000004073162],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9952011,0.0004132313,0.002566997,0.00004664066,0.000008659208,0.00001077558,0.0006223186,0.00003947842,0.001090805],"genre_scores_gemma":[0.9965833,0.0002192724,0.0007381238,0.00001500889,0.000002501644,0.00001407252,0.0006651654,0.000009827633,0.001752853],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002189602,"threshold_uncertainty_score":0.004353642,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05533692529685263,"score_gpt":0.2978509960369894,"score_spread":0.2425140707401368,"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."}}