{"id":"W2910052858","doi":"10.1002/cjce.23449","title":"Chloroform aerobic cometabolic biodegradation in a continuous‐flow reactor: Model calibration by means of the gauss‐newton method","year":2019,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Groundwater flow and contamination studies","field":"Environmental Science","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Chloroform; Biodegradation; Calibration; Cometabolism; Environmental science; Chemistry; Mathematics; Waste management; Chromatography; Organic chemistry; Contamination; Biology; Engineering; Statistics; Ecology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.0003688861,0.0007055249,0.0005083144,0.0002738224,0.0002652993,0.0004096434,0.0006281931,0.000891864,0.001026108],"category_scores_gemma":[0.0006917588,0.0002454345,0.0007331822,0.0002559705,0.0002843349,0.0001985668,0.0002951065,0.0006558244,0.0002143248],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005279976,"about_ca_system_score_gemma":0.0009248705,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01175218,"about_ca_topic_score_gemma":0.004413796,"domain_scores_codex":[0.9998766,0.00002928916,0.000009816574,0.00002886435,0.00004143272,0.0000139993],"domain_scores_gemma":[0.9995849,0.0002491669,0.00003960443,0.00002600691,0.00009270373,0.000007717745],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00003310922,0.00004227879,0.0007595568,0.0001115201,0.00001512312,0.00003406328,0.00003242122,0.9857357,0.007528065,0.0005005713,0.0001101883,0.005097305],"study_design_scores_gemma":[0.000003513997,0.0000194396,0.0001565412,0.000003110255,0.000003157948,0.000004088891,0.000003637935,0.9965512,0.00297912,0.00005907962,0.0002138216,0.000003335505],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4989892,0.0005123007,0.489103,0.0002184716,0.00006910713,0.0002132829,0.0007792888,0.00128637,0.008828916],"genre_scores_gemma":[0.9347082,0.0002841133,0.06186011,0.00002673413,0.000007538235,0.0003910688,0.0002879727,0.0000763155,0.002357885],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01175218,"threshold_uncertainty_score":0.02336758,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006371526981737396,"score_gpt":0.1853839954206675,"score_spread":0.1790124684389301,"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."}}