{"id":"W4254046725","doi":"10.32920/ryerson.14660472.v1","title":"Investigating the impact of local wind conditions on Toronto's glass balcony guard failures","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Wind and Air Flow Studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University; Sciencetech (Canada)","funders":"","keywords":"Guard (computer science); Wind tunnel; Environmental science; Meteorology; Marine engineering; Engineering; Aerospace engineering; Computer science; Geography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0002635201,0.000269228,0.0001949059,0.0004865266,0.0008077283,0.000559433,0.0002840658,0.0002903631,0.001239792],"category_scores_gemma":[0.0005453764,0.0001145408,0.0001536128,0.0004614002,0.0005505219,0.0002227464,0.0003057069,0.0002186488,0.0001724401],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002212751,"about_ca_system_score_gemma":0.001416244,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4430449,"about_ca_topic_score_gemma":0.7377452,"domain_scores_codex":[0.9998031,0.00001656853,0.000008401166,0.00002617611,0.00007985748,0.00006600566],"domain_scores_gemma":[0.9995174,0.0000826762,0.0001214332,0.00002201346,0.0001772478,0.00007919495],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000512249,0.0001094317,0.8936957,0.0001520519,0.00006410862,0.005315918,0.002485756,0.03846063,0.03703676,0.0002294304,0.001264674,0.02067336],"study_design_scores_gemma":[0.00000794331,0.0003069474,0.9847865,0.00001373678,0.00002700958,0.0001868211,0.003492424,0.006092198,0.004215324,0.00001828201,0.000833808,0.00001899242],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991186,0.00003490801,0.00008189747,0.00001039015,0.000001835038,0.000008345109,0.0001032757,0.000006010906,0.0006347477],"genre_scores_gemma":[0.9992472,0.00004054926,0.0000759908,0.000003437453,8.574394e-7,0.000002846131,0.00009422745,0.000001566996,0.0005334593],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5569551,"threshold_uncertainty_score":0.8809321,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01674534482206325,"score_gpt":0.2768255743683832,"score_spread":0.2600802295463199,"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."}}