{"id":"W4307823614","doi":"10.5281/zenodo.6523605","title":"Indoor Air Quality","year":2022,"lang":"en","type":"report","venue":"Edinburgh Research Explorer","topic":"Air Quality Monitoring and Forecasting","field":"Environmental Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Toronto; University College Cork","keywords":"Environmental science; Air quality index; Quality (philosophy); Geography; Meteorology; Physics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.02406844,0.0004423144,0.0006510581,0.0003050811,0.001234688,0.0001016129,0.00138731,0.0004225297,0.08387388],"category_scores_gemma":[0.005260478,0.0004190213,0.0003217976,0.001182994,0.0007944202,0.0003001056,0.003832669,0.004218697,0.0009166389],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004230778,"about_ca_system_score_gemma":0.0005990391,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005566389,"about_ca_topic_score_gemma":0.00003544595,"domain_scores_codex":[0.9848652,0.001079889,0.0009093466,0.0013454,0.01021349,0.001586669],"domain_scores_gemma":[0.9964986,0.001124226,0.0003182186,0.001342207,0.000205717,0.0005110729],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000438541,0.0001763416,0.02209063,0.00006187068,0.00005217341,0.0001082554,0.002420044,0.0001604586,0.0001382512,0.00001126481,0.9415962,0.03314067],"study_design_scores_gemma":[0.0001896713,0.0001695148,0.008513347,0.00007467569,0.00001209079,0.00001780677,0.002134438,0.00002915612,0.0002063043,0.0008740929,0.9872574,0.0005215451],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1700874,0.0008208319,0.00007888515,0.001900335,0.00979803,0.001484096,0.0001774591,0.0005132899,0.8151397],"genre_scores_gemma":[0.5663667,0.002533754,0.001072409,0.0002231059,0.01657897,0.003042262,0.0006088289,0.0004479057,0.4091261],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.4060135,"threshold_uncertainty_score":0.9998612,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3987218712023619,"score_gpt":0.4718850124833794,"score_spread":0.07316314128101753,"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."}}