{"id":"W4286249749","doi":"10.1111/ina.13076","title":"The effect of indoor daylight spectrum and intensity on viability of indoor pathogens on different surface materials","year":2022,"lang":"en","type":"article","venue":"Indoor Air","topic":"Urban Heat Island Mitigation","field":"Environmental Science","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Okanagan University College; University of British Columbia, Okanagan Campus; University of British Columbia","funders":"","keywords":"Daylight; Humidity; Environmental science; Ventilation (architecture); Light intensity; Indoor air; Materials science; Environmental engineering; Meteorology; Optics","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":[],"consensus_categories":[],"category_scores_codex":[0.0008635431,0.0001901375,0.0003534077,0.00002781618,0.0002338534,0.00001142268,0.0002367194,0.00005388248,0.0004634954],"category_scores_gemma":[0.0001197306,0.0001215006,0.00006976088,0.0001417178,0.0002735635,0.00004805762,0.0003695221,0.0001977889,0.00002381066],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002270682,"about_ca_system_score_gemma":0.000007983746,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002856247,"about_ca_topic_score_gemma":0.00006464706,"domain_scores_codex":[0.9980704,0.0005195964,0.0003488116,0.0003443973,0.000470297,0.0002464616],"domain_scores_gemma":[0.9987717,0.000518582,0.0001920798,0.0004465595,0.000007399139,0.00006369654],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001118633,0.0001748876,0.5945159,0.00003807731,0.00002687071,0.000005430642,0.0005041033,0.0001648729,0.4018951,0.00007018224,0.0005370766,0.0009489499],"study_design_scores_gemma":[0.0004489472,0.001156218,0.4490547,0.000009630737,0.00001410955,0.000003527321,0.00003132542,0.00002484768,0.5488099,0.0001716001,0.000197526,0.00007769208],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978627,0.00001430373,0.000002912359,0.0004155364,0.000321907,0.0007764502,0.0001932501,0.00002119675,0.0003917236],"genre_scores_gemma":[0.9997216,0.000005348509,0.000009234888,0.00007499672,0.00002156581,0.00003798844,0.00001464572,0.00001499113,0.00009965969],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1469148,"threshold_uncertainty_score":0.5074949,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004374545278356236,"score_gpt":0.193141161642257,"score_spread":0.1887666163639008,"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."}}