{"id":"W4404495218","doi":"10.61132/ijiime.v1i4.50","title":"Design and Study UV Sterilization System For Covid19","year":2024,"lang":"en","type":"article","venue":"International Journal of Industrial Innovation and Mechanical Engineering","topic":"Infection Control and Ventilation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sterilization (economics); Coronavirus disease 2019 (COVID-19); Medicine; Business; Internal medicine; Infectious disease (medical specialty)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004295441,0.0006493868,0.0004757486,0.0005058952,0.0006345925,0.0006185807,0.0007769538,0.0005964735,0.002560382],"category_scores_gemma":[0.000312609,0.0002717201,0.0004916544,0.0003075677,0.0002762477,0.0004598897,0.0005144748,0.0003707505,0.0008623374],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008317104,"about_ca_system_score_gemma":0.001356638,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002280343,"about_ca_topic_score_gemma":0.001455646,"domain_scores_codex":[0.9994574,0.00003123569,0.0000199994,0.0001605266,0.0002586813,0.00007215151],"domain_scores_gemma":[0.9997801,0.0000143814,0.00005299739,0.00002165928,0.00009851916,0.00003220419],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0003416688,0.0002242792,0.003828109,0.0008785683,0.00002737982,0.0002497607,0.0002992191,0.002002138,0.925701,0.001776885,0.001643285,0.06302769],"study_design_scores_gemma":[0.0001937491,0.00514282,0.0176581,0.00009622525,0.0001752801,0.001334276,0.0002806262,0.02178719,0.8845788,0.0003792164,0.06822827,0.0001454527],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5184621,0.003900142,0.4566066,0.0004175918,0.0005209314,0.002425415,0.0006576461,0.002969316,0.01404019],"genre_scores_gemma":[0.7964424,0.001665238,0.1786628,0.0002443786,0.0001029714,0.001567319,0.0005723746,0.0001692737,0.02057316],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002560382,"threshold_uncertainty_score":0.008565307,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06818588391717108,"score_gpt":0.3203353334023516,"score_spread":0.2521494494851805,"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."}}