{"id":"W4285397882","doi":"10.1149/ma2022-01522137mtgabs","title":"Nanocarbon Based Chemiresistive Detection of Monochloramine in Water","year":2022,"lang":"en","type":"article","venue":"ECS Meeting Abstracts","topic":"Biosensors and Analytical Detection","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Chloramine; Chemistry; Chlorine; Titration; Disinfectant; Chloramination; Aqueous solution; Amperometric titration; Inorganic chemistry; Environmental chemistry; Organic chemistry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002543309,0.00008170174,0.0001131507,0.0001051823,0.00004447715,0.000006860068,0.00004879027,0.00004162775,0.00002299934],"category_scores_gemma":[0.00003990674,0.00007773357,0.00003870683,0.0001478733,0.00001269226,0.00002575849,0.00001765838,0.0002049851,0.000004711799],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009060976,"about_ca_system_score_gemma":0.000004183079,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001345776,"about_ca_topic_score_gemma":0.00001947633,"domain_scores_codex":[0.9993443,0.00001826299,0.0002259971,0.0001123754,0.000133431,0.000165578],"domain_scores_gemma":[0.9998026,0.00004116988,0.0000290705,0.0000834192,0.00001475654,0.0000289305],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00001309483,0.00001714883,0.00005799595,0.00002789506,0.000003064707,0.000004482562,0.0000382913,0.3497244,0.6497444,1.898802e-7,0.000003943083,0.0003651675],"study_design_scores_gemma":[0.0001745691,0.00003193748,0.005082268,0.0000148412,0.000005775476,0.000001359415,0.0000485671,0.1172881,0.8769387,0.00003262205,0.0002981931,0.00008305442],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.989576,0.00003907652,0.00001581709,0.00003084312,0.0001666391,0.00005515943,0.000002604525,0.00008221866,0.01003163],"genre_scores_gemma":[0.9998151,0.000001269123,0.0000738014,0.000008553615,0.00003262805,0.0000117214,0.000004802676,0.00001686398,0.00003527138],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2324362,"threshold_uncertainty_score":0.3169883,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00713460287665191,"score_gpt":0.1872639052940786,"score_spread":0.1801293024174267,"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."}}