{"id":"W2999157192","doi":"10.1149/1945-7111/ab67a5","title":"Review—Graphene-Based Water Quality Sensors","year":2020,"lang":"en","type":"article","venue":"Journal of The Electrochemical Society","topic":"Graphene research and applications","field":"Materials Science","cited_by":49,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Graphene; Robustness (evolution); Computer science; Process engineering; Nanotechnology; Environmental science; Materials science; Chemistry; Engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004542088,0.001347001,0.001073617,0.00232403,0.0003860312,0.001182656,0.001554116,0.00153753,0.005110591],"category_scores_gemma":[0.000951401,0.0004127027,0.0005508733,0.002724817,0.0003833532,0.002067418,0.0009126624,0.001991177,0.004592035],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006536433,"about_ca_system_score_gemma":0.0006343597,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007506197,"about_ca_topic_score_gemma":0.001069752,"domain_scores_codex":[0.9996668,0.00004154691,0.0000320617,0.0000701859,0.0001427728,0.00004666071],"domain_scores_gemma":[0.9996386,0.0001088896,0.00005375833,0.00001872702,0.0001350607,0.00004506488],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000819513,0.0001085797,0.0001724596,0.02748156,0.0001658702,0.0002805564,0.00005977336,0.0009282377,0.009908112,0.009268052,0.1876222,0.7639228],"study_design_scores_gemma":[0.000004179661,0.00006245082,0.0002570056,0.00116272,0.00004911319,0.0003437352,0.00002076932,0.0001149883,0.001796004,0.00152435,0.9946434,0.00002111992],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003154395,0.9912692,0.0006025832,0.0009927501,0.00232816,0.00001878043,0.0001098223,0.0000407182,0.004322515],"genre_scores_gemma":[0.002633004,0.9914798,0.0006381885,0.001182964,0.001213801,0.00002001897,0.000175935,0.000006803485,0.002649562],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.005110591,"threshold_uncertainty_score":0.01709664,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02876100517209334,"score_gpt":0.3081896748107085,"score_spread":0.2794286696386152,"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."}}