{"id":"W2005592080","doi":"10.1007/s11356-014-3529-9","title":"Model development for naphthenic acids ozonation process","year":2014,"lang":"en","type":"article","venue":"Environmental Science and Pollution Research","topic":"Petroleum Processing and Analysis","field":"Chemistry","cited_by":9,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto Metropolitan University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Naphthenic acid; Ozone; Chemistry; Factorial experiment; Oil sands; Environmental chemistry; Mixing (physics); Volumetric flow rate; Extraction (chemistry); Asphalt; Pulp and paper industry; Chromatography; Organic chemistry; Materials 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":[0.0002083107,0.000827469,0.0008646152,0.0003665931,0.0006455339,0.0009425046,0.001561542,0.001424061,0.006738504],"category_scores_gemma":[0.0004915483,0.0003716454,0.0008566097,0.0003349788,0.0002517771,0.0007097407,0.0007019322,0.0009868997,0.0009919906],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008671915,"about_ca_system_score_gemma":0.001678146,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0355929,"about_ca_topic_score_gemma":0.01565395,"domain_scores_codex":[0.9998928,0.00001978907,0.000005575916,0.00002231224,0.00003349585,0.00002600547],"domain_scores_gemma":[0.9998142,0.00006993473,0.00001692973,0.00001145284,0.00007641213,0.00001108317],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00004366807,0.0000311231,0.0003756313,0.0001225428,0.00001698345,0.0001041186,0.0000252973,0.9907216,0.002041745,0.002527608,0.0005472551,0.00344245],"study_design_scores_gemma":[0.00001171544,0.00001649537,0.00009851642,0.000005098912,0.00000737667,0.000009509049,0.000009393785,0.997147,0.0008997889,0.000669903,0.00112086,0.00000435901],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2900076,0.002741834,0.5511112,0.001806682,0.0005432931,0.0007126859,0.007079228,0.003369029,0.1426285],"genre_scores_gemma":[0.9399835,0.001285732,0.02437468,0.0001415246,0.00005242858,0.0006387401,0.001712183,0.0002301408,0.03158106],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0355929,"threshold_uncertainty_score":0.07077146,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04201847945407545,"score_gpt":0.3355200893488961,"score_spread":0.2935016098948207,"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."}}