{"id":"W7084854387","doi":"10.4224/40003781","title":"State-of-practice, research gaps, and plan for safety and serviceability performance evaluation of residential building balconies in a changing climate","year":2024,"lang":"en","type":"article","venue":"NPARC","topic":"Respiratory viral infections research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada","funders":"Infrastructure Canada","keywords":"Serviceability (structure); Plan (archaeology)","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1304912,0.0005388822,0.001407669,0.002937673,0.002665129,0.01190699,0.00667224,0.00401111,0.00946387],"category_scores_gemma":[0.2238851,0.0006110007,0.001136286,0.004453341,0.004147089,0.008550517,0.00524625,0.004916717,0.00124633],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01845705,"about_ca_system_score_gemma":0.1106272,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06453604,"about_ca_topic_score_gemma":0.1108076,"domain_scores_codex":[0.9201025,0.04065813,0.00992564,0.004376302,0.01782854,0.007108922],"domain_scores_gemma":[0.6213082,0.1385307,0.03481292,0.01630689,0.1546642,0.03437705],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00101528,0.003015475,0.2371894,0.01541857,0.0006764855,0.0002370788,0.01410252,0.002094244,0.001435948,0.01524448,0.05580811,0.6537623],"study_design_scores_gemma":[0.0004369234,0.003045906,0.5370569,0.09694918,0.00092376,0.000403032,0.1670903,0.008998445,0.003851135,0.01871189,0.1620365,0.0004960193],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2986059,0.06968171,0.007013937,0.5791743,0.004675072,0.001236886,0.003983457,0.0002852014,0.03534341],"genre_scores_gemma":[0.9365503,0.02126091,0.02057467,0.01532211,0.0005779294,0.001093539,0.002254429,0.00008217053,0.002284001],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1304912,"threshold_uncertainty_score":0.6901116,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1060956968651196,"score_gpt":0.4630012731921746,"score_spread":0.356905576327055,"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."}}