{"id":"W2314885218","doi":"10.3130/aijs.76.255","title":"DESIGN LIVE LOADS FOR ROOFTOP GARDENS BASED ON SURVEY RESULTS OF URBAN DETACHED HOUSES","year":2011,"lang":"en","type":"article","venue":"Journal of Structural and Construction Engineering (Transactions of AIJ)","topic":"Urban and spatial planning","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"CAE (Canada)","funders":"","keywords":"Occupancy; Residence; Architectural engineering; Environmental science; Civil engineering; Geography; Engineering","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":[0.0002312778,0.0001191821,0.0002254237,0.0001051072,0.00005656432,0.000008237329,0.00009095178,0.00006393088,0.0001235687],"category_scores_gemma":[0.00004455707,0.00009882163,0.00008986092,0.00009990785,0.0001171267,0.0001292702,0.000003561873,0.0001390637,5.09951e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000322048,"about_ca_system_score_gemma":0.00001487252,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001151622,"about_ca_topic_score_gemma":0.00001060923,"domain_scores_codex":[0.99915,0.00003171334,0.000424816,0.0001063238,0.0001692906,0.0001178691],"domain_scores_gemma":[0.9993349,0.0001650435,0.0002777924,0.00008417739,0.00006268935,0.00007543553],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.004779891,0.0001224577,0.03466087,0.0001236827,0.0002902527,0.00001055985,0.002835377,0.8684198,0.06122155,0.00003571789,0.0004236572,0.02707618],"study_design_scores_gemma":[0.006081682,0.004132885,0.6287982,0.0003005565,0.00029268,0.0004649187,0.0005477957,0.16959,0.1885468,0.0002641511,0.0002741307,0.0007062646],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6800006,0.00004906191,0.3193085,0.00001344965,0.0004016502,0.0001130221,0.00005293018,0.00001219065,0.00004859345],"genre_scores_gemma":[0.9492661,0.00001355492,0.05065848,0.000004776097,0.00002289923,9.76404e-7,0.000001649586,0.000008792608,0.00002272076],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6988298,"threshold_uncertainty_score":0.4029829,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02338413681068616,"score_gpt":0.1947578178529097,"score_spread":0.1713736810422236,"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."}}