{"id":"W4414377900","doi":"10.1021/acsomega.5c07277","title":"Effect of Reduced Graphene Oxide Film Thickness on a Chemiresistor’s Response to Volatile Organic Compounds and Warfare Agents","year":2025,"lang":"en","type":"article","venue":"ACS Omega","topic":"Advanced Memory and Neural Computing","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"Natural Sciences and Engineering Research Council of Canada; Mitacs","keywords":"Chemiresistor; Graphene; Oxide; Coating; Layer (electronics); Dimethyl methylphosphonate; Analyte; Raman spectroscopy","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":[0.0002317805,0.0001554978,0.0002364627,0.0001358473,0.00007638241,0.00001075242,0.0001297619,0.00006065469,0.000003093703],"category_scores_gemma":[0.0002521302,0.0001487034,0.00003495666,0.0003920358,0.00002076143,0.00005244613,0.00006781289,0.0001500013,0.00000419927],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005269294,"about_ca_system_score_gemma":0.00001072591,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002092359,"about_ca_topic_score_gemma":0.000001747915,"domain_scores_codex":[0.9993017,0.00007071887,0.0001684128,0.0001879379,0.00009689162,0.0001743145],"domain_scores_gemma":[0.9991026,0.0005469187,0.00002573252,0.0002418012,0.00002344773,0.0000594883],"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":[0.000724573,0.000007470467,0.0001951021,0.0002025544,0.00002496668,0.000006356111,0.0001605878,0.002178781,0.9949349,0.00001369321,0.0007316837,0.0008193799],"study_design_scores_gemma":[0.0005370439,0.0001690696,0.006896453,0.0002477505,0.00001958569,0.000003567354,0.00001601899,0.0005420147,0.9906152,0.00005116461,0.0007628056,0.0001392482],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987072,0.0001547079,0.0001568843,0.00006690288,0.0001888165,0.0001891573,0.000004981068,0.0001449155,0.0003864593],"genre_scores_gemma":[0.9994372,0.00000709533,0.0001065415,0.0001051052,0.00001383554,0.00001163893,0.000003057689,0.00002118152,0.0002943981],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006701352,"threshold_uncertainty_score":0.606395,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008130418144831179,"score_gpt":0.2544502286895793,"score_spread":0.2463198105447482,"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."}}