{"id":"W6891651071","doi":"10.4224/20374466","title":"IAQ solutions and technologies: review and selection for protocol development","year":2011,"lang":"en","type":"report","venue":"NPARC","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Protocol (science); Indoor air quality; Selection (genetic algorithm); Communications protocol; Site selection","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":[],"consensus_categories":[],"category_scores_codex":[0.1661311,0.003210472,0.006568097,0.01847794,0.003363187,0.006941215,0.004823083,0.005251491,0.05816652],"category_scores_gemma":[0.2996162,0.002895218,0.007567017,0.01432235,0.003510746,0.00515082,0.005418896,0.006651155,0.02498537],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01034123,"about_ca_system_score_gemma":0.05647153,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003924885,"about_ca_topic_score_gemma":0.005107942,"domain_scores_codex":[0.8466174,0.06787937,0.05217401,0.003505868,0.02661436,0.003209002],"domain_scores_gemma":[0.7085688,0.08344497,0.03576745,0.02592114,0.1412589,0.005038799],"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":[0.003936567,0.0008505838,0.0007243835,0.2396323,0.0006745422,0.0004699821,0.003656017,0.0005921836,0.00349464,0.009699328,0.4274748,0.3087947],"study_design_scores_gemma":[0.006291257,0.0009847974,0.003830798,0.1835828,0.001205021,0.0002771752,0.002092269,0.0006558501,0.003544978,0.006517878,0.7907711,0.0002460862],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"protocol","genre_gemma":"review","genre_scores_codex":[0.000945896,0.004491824,0.01398953,0.003361956,0.002914976,0.9559849,0.01039962,0.0005196481,0.007391675],"genre_scores_gemma":[0.001012044,0.00442109,0.01290234,0.0008304438,0.0002536417,0.9762446,0.001731423,0.00008563483,0.002518812],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.1661311,"threshold_uncertainty_score":0.8785958,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1392747432750515,"score_gpt":0.3640575593245792,"score_spread":0.2247828160495277,"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."}}