{"id":"W2794283335","doi":"10.1016/j.chemosphere.2018.02.074","title":"Selection criteria for oxidation method in total organic carbon measurement","year":2018,"lang":"en","type":"article","venue":"Chemosphere","topic":"Atmospheric chemistry and aerosols","field":"Earth and Planetary Sciences","cited_by":60,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"Ministry of Education","keywords":"Chemistry; Total organic carbon; Carbon fibers; Environmental chemistry; Halogen; Inorganic chemistry; Organic chemistry; Alkyl","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":[0.01641467,0.001644752,0.002544755,0.005780764,0.002505031,0.002925168,0.001777333,0.002676512,0.003980029],"category_scores_gemma":[0.04059098,0.0006771265,0.003127782,0.002704404,0.000726733,0.0008194498,0.002025202,0.0008885446,0.002025385],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009848385,"about_ca_system_score_gemma":0.002402532,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003148425,"about_ca_topic_score_gemma":0.005563492,"domain_scores_codex":[0.9820659,0.005238832,0.003179128,0.001769517,0.006230999,0.001515776],"domain_scores_gemma":[0.9656374,0.01472118,0.002624701,0.001809411,0.01382608,0.001381181],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.01077869,0.001500773,0.281327,0.005251298,0.002139867,0.004645618,0.001068773,0.009807522,0.2090635,0.004096683,0.01356892,0.4567514],"study_design_scores_gemma":[0.001810772,0.005031706,0.2812646,0.001982052,0.006780399,0.005732259,0.00157875,0.1948732,0.3931919,0.009593906,0.09744968,0.0007108336],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.6012414,0.006776066,0.3590343,0.001619073,0.0009060213,0.006338965,0.003882087,0.001558977,0.0186432],"genre_scores_gemma":[0.6993576,0.001030263,0.2852335,0.0007774701,0.0002705945,0.002905394,0.004022013,0.0007037683,0.005699398],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.01641467,"threshold_uncertainty_score":0.08681011,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02658563241539141,"score_gpt":0.2620254621216235,"score_spread":0.2354398297062321,"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."}}