{"id":"W4411617313","doi":"10.51847/prv8ctd","title":"10.51847/PRv8CTd","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"IoT Networks and Protocols","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Air quality index; Public health; Quality (philosophy); Business; Environmental monitoring; Environmental planning; Environmental science; Environmental health; Environmental engineering; Geography; Medicine; Meteorology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00005140353,0.00008475516,0.00008728071,0.000022843,0.00002563662,0.00002518187,0.0001015059,0.00004484552,0.9913086],"category_scores_gemma":[0.00000187974,0.0000851261,0.00002795981,0.0001083525,0.000005467548,0.00004146555,0.000008517271,0.00006611285,0.9800526],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000154705,"about_ca_system_score_gemma":0.000003441026,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002500793,"about_ca_topic_score_gemma":4.225048e-8,"domain_scores_codex":[0.9995697,0.000007101164,0.00008696447,0.00007983268,0.00006376734,0.0001927012],"domain_scores_gemma":[0.9997423,0.00001354489,0.000003490638,0.0001580685,0.000007724626,0.00007484233],"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":[0.00001068713,0.000004226401,5.573547e-8,0.000006085095,0.000006789838,0.000002507467,0.000006127801,0.02115433,0.00002450169,8.490069e-7,0.1176724,0.8611115],"study_design_scores_gemma":[0.00009477039,0.00003521065,0.00001429605,0.00001428197,0.00000288418,0.000002397563,6.458987e-8,0.008864348,0.00003792653,0.000003244482,0.9908128,0.00011773],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000161235,0.0000392969,0.000006543524,0.00002789577,0.000003194839,0.001003936,0.000002988769,0.0003034069,0.9984515],"genre_scores_gemma":[0.0002375134,2.692769e-7,0.0001341231,0.00002897157,0.0002286518,0.0004501959,0.000004262618,0.00002668132,0.9988893],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8731405,"threshold_uncertainty_score":0.3471341,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004774939013669031,"score_gpt":0.1706755985586691,"score_spread":0.1659006595450001,"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."}}