{"id":"W2801638617","doi":"10.1088/1361-6463/aabb93","title":"Review on water quality sensors","year":2018,"lang":"en","type":"article","venue":"Journal of Physics D Applied Physics","topic":"Analytical Chemistry and Sensors","field":"Chemical Engineering","cited_by":159,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Quality (philosophy); Water quality; Environmental science; Physics; Biology; Ecology","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":[0.0006990153,0.001296763,0.001447368,0.002891079,0.000449436,0.001360906,0.001432955,0.001513211,0.01039379],"category_scores_gemma":[0.001248896,0.000531536,0.0008418358,0.003341092,0.0004690702,0.002598162,0.0008714496,0.001829682,0.007817834],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007421167,"about_ca_system_score_gemma":0.001162335,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001188409,"about_ca_topic_score_gemma":0.001280005,"domain_scores_codex":[0.9993501,0.00008752586,0.00006248205,0.0001444365,0.0002954956,0.0000600676],"domain_scores_gemma":[0.9990878,0.0003103937,0.00008858773,0.00004133691,0.0004261849,0.00004572106],"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":[0.00008208074,0.00008497093,0.0001892951,0.02102505,0.0001227329,0.0002133467,0.00006619185,0.000702626,0.01124395,0.009403968,0.1454013,0.8114645],"study_design_scores_gemma":[0.000003502269,0.00006028463,0.0002124309,0.00105032,0.00003653185,0.0002728765,0.00002600717,0.0001203264,0.001793477,0.001174564,0.9952356,0.00001407616],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003933503,0.9842612,0.001903358,0.00128519,0.003145356,0.00002846911,0.0001632097,0.00006151352,0.008758278],"genre_scores_gemma":[0.003153945,0.9848981,0.001499046,0.001652558,0.001436281,0.00003638355,0.0003562293,0.00002029823,0.006947102],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01039379,"threshold_uncertainty_score":0.03477073,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03320401913663163,"score_gpt":0.2929716214858546,"score_spread":0.259767602349223,"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."}}