{"id":"W4385381625","doi":"10.1002/admt.202300717","title":"Carbon‐Based Electrochemical‐Free Chlorine Sensors","year":2023,"lang":"en","type":"article","venue":"Advanced Materials Technologies","topic":"Analytical Chemistry and Sensors","field":"Chemical Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University; McMaster University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Chlorine; Sodium hypochlorite; Inert; Electrochemistry; Carbon fibers; Hypochlorite; Materials science; Nanotechnology; Environmental science; Pulp and paper industry; Environmental chemistry; Waste management; Chemistry; Inorganic chemistry; Organic chemistry; Engineering; Metallurgy","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000090662,0.0002770936,0.0003891467,0.000112524,0.00005159549,0.00002068334,0.0005317934,0.0002975194,0.00009720017],"category_scores_gemma":[0.001570103,0.0002545852,0.00007160989,0.0006098187,0.000154998,0.00006050036,0.0002350577,0.0002274439,0.0001002932],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006556632,"about_ca_system_score_gemma":0.00001268266,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004192191,"about_ca_topic_score_gemma":3.890987e-7,"domain_scores_codex":[0.9984182,0.000006930539,0.0003337333,0.0004218752,0.0002019053,0.000617412],"domain_scores_gemma":[0.9989031,0.0001475725,0.0000732694,0.0007787748,0.00004592224,0.00005135974],"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":[0.00004653569,0.00001373228,0.00001049633,0.00008439531,0.00001874454,0.00003549923,0.000004812104,0.0004992228,0.9978487,0.001058709,0.0001193894,0.0002597586],"study_design_scores_gemma":[0.0004024644,0.00002535218,0.000008579558,0.00003506915,0.00001678874,0.000004306875,0.0001189509,0.001870695,0.9910677,0.004495091,0.001642165,0.0003128086],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9883695,0.00005612435,0.0002098863,0.001218715,0.0001144919,0.0001197204,0.00002736641,0.008392945,0.001491263],"genre_scores_gemma":[0.9969411,0.00009195328,0.001830811,0.00002688758,0.00005662497,0.00006680774,0.00006323616,0.00004839927,0.0008741415],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008571651,"threshold_uncertainty_score":0.9999906,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009666116835145422,"score_gpt":0.2310108373882442,"score_spread":0.2213447205530988,"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."}}