{"id":"W3134144975","doi":"10.1039/d1an00038a","title":"A reusable, reagent-less free chlorine sensor using gold thin film electrode","year":2021,"lang":"en","type":"article","venue":"The Analyst","topic":"Analytical Chemistry and Sensors","field":"Chemical Engineering","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Foundation for Innovation","keywords":"Chlorine; Reagent; Disinfectant; Electrode; Chemistry; Inorganic chemistry; Environmental chemistry; Organic chemistry","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001969135,0.0002065115,0.0003317355,0.00002762845,0.0001072494,0.00004712906,0.0004276741,0.0001139047,0.0005810831],"category_scores_gemma":[0.0004582713,0.0001558534,0.0002254273,0.0005911758,0.00005953518,0.00006160185,0.000182559,0.0004409998,0.00006122857],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008579138,"about_ca_system_score_gemma":0.00003864267,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001647507,"about_ca_topic_score_gemma":0.00002788619,"domain_scores_codex":[0.9985815,0.0000441927,0.0003226112,0.0003335674,0.0002882252,0.0004299634],"domain_scores_gemma":[0.9985149,0.0001688152,0.00006960012,0.001006121,0.0001077878,0.0001327805],"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":[0.00004495105,0.00006901779,0.0001591917,0.00007999933,0.000431628,0.0002395632,0.0001276334,0.06747413,0.926194,0.002409168,0.002717865,0.00005282821],"study_design_scores_gemma":[0.0002857347,0.000006673185,0.00003212324,0.00003837502,0.0002993023,0.00007024704,0.0003464147,0.4207568,0.5741041,0.0003194716,0.003486333,0.0002543808],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9691704,0.0004633164,0.006734134,0.001535674,0.00006901587,0.00006556745,0.00003174998,0.0001690097,0.02176113],"genre_scores_gemma":[0.9603992,0.00006842902,0.001285517,0.0003640041,0.0005492137,0.000003217701,0.00004663531,0.00004225191,0.03724154],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3532827,"threshold_uncertainty_score":0.6362453,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0280218006553205,"score_gpt":0.2456834186200289,"score_spread":0.2176616179647084,"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."}}