{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004044769,0.001168681,0.0006133441,0.001876795,0.001239132,0.003158903,0.001582955,0.00347579,0.943775],"category_scores_gemma":[0.0008744227,0.0004361635,0.000538596,0.0019443,0.0007572763,0.001798771,0.002199324,0.001649642,0.955075],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009248864,"about_ca_system_score_gemma":0.0005432664,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003108688,"about_ca_topic_score_gemma":0.00234282,"domain_scores_codex":[0.9996288,0.00003003101,0.00002273166,0.00009743847,0.0001449979,0.0000759522],"domain_scores_gemma":[0.9991614,0.0001051905,0.00002986977,0.0002142937,0.0002851931,0.0002041243],"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":[0.0002034564,0.0001313003,0.0005531484,0.0002064331,0.00001557856,0.0002578658,0.00004996586,0.0006467179,0.005841905,0.006904818,0.4374757,0.5477132],"study_design_scores_gemma":[0.00002885589,0.00003488468,0.0003461415,0.00008135939,0.000005502277,0.000232238,0.00003778864,0.0007164452,0.00132318,0.001112612,0.9960685,0.00001254832],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0006280489,0.0004786002,0.003846805,0.0005704136,0.0007637937,0.00008797942,0.001165708,0.002701917,0.9897569],"genre_scores_gemma":[0.004467584,0.0002482706,0.001344412,0.0003012112,0.0001359844,0.00003464268,0.0012736,0.0003737544,0.9918205],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.056225,"threshold_uncertainty_score":0.08019817,"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."}}