{"id":"W4399417171","doi":"10.2166/9781789061154_0103","title":"Practical procedures for sensor quality assessment","year":2024,"lang":"en","type":"book-chapter","venue":"IWA Publishing eBooks","topic":"Sensor Technology and Measurement Systems","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Public Health","funders":"","keywords":"Computer science; Quality (philosophy); Reliability engineering; Engineering; Philosophy; Epistemology","routes":{"ca_aff":true,"ca_fund":false,"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","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.002237871,0.0004779562,0.0005803177,0.0003878249,0.0002205523,0.003077134,0.001318692,0.001087503,0.00001397745],"category_scores_gemma":[0.0009197517,0.0004314781,0.0003230865,0.00003759062,0.0001231549,0.0009411332,0.0002145445,0.001422327,0.00007379577],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002774981,"about_ca_system_score_gemma":0.0008688618,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000196717,"about_ca_topic_score_gemma":0.000058802,"domain_scores_codex":[0.9965338,0.00005446768,0.0007426198,0.001201459,0.0009445293,0.0005231253],"domain_scores_gemma":[0.9971022,0.0005233861,0.0004748262,0.001267806,0.0004706801,0.0001610884],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000007013937,0.00001422164,0.000006113811,0.0004320836,0.0001713273,0.00004296784,0.0001113539,3.373899e-7,0.0003976254,0.9207343,0.075118,0.002964637],"study_design_scores_gemma":[0.0002921675,0.00009235854,0.00001334045,0.0004711715,0.00007804122,0.0001138004,0.00003339624,0.0002081231,0.0006992808,0.2756451,0.7217906,0.0005626072],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00001214722,0.0001685399,0.07482255,0.0097853,0.003024621,0.00128532,0.00005267037,0.00179799,0.9090509],"genre_scores_gemma":[0.013525,0.000005060268,0.04953846,0.001105004,0.0009797902,0.00026319,0.00003570083,0.0001180418,0.9344298],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6466726,"threshold_uncertainty_score":0.9998137,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1382972449448732,"score_gpt":0.3585597339067679,"score_spread":0.2202624889618946,"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."}}