{"id":"W2597404210","doi":"","title":"Analytical Investigation of Precast Panel and its Utilization in Low Cost Housing","year":2017,"lang":"en","type":"article","venue":"","topic":"Seismic and Structural Analysis of Tall Buildings","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trinity College","funders":"","keywords":"Precast concrete; Engineering; Structural engineering; Nave; Civil engineering; Slum; Geography; Population","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":[0.00005550509,0.00005639503,0.0001074531,0.00005918029,0.00003943484,0.00003475417,0.00006653541,0.00003949172,0.00001707234],"category_scores_gemma":[0.00005005658,0.00004948552,0.00001593453,0.00004577136,0.00003355548,0.0002084617,0.00002065877,0.00004092091,0.00000107203],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000150575,"about_ca_system_score_gemma":0.000003466162,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006271599,"about_ca_topic_score_gemma":0.00004354969,"domain_scores_codex":[0.9996501,0.000004529936,0.0001318666,0.00007668827,0.00006314363,0.00007363295],"domain_scores_gemma":[0.9998094,0.00001203597,0.00003318992,0.00008990557,0.00002200656,0.00003349617],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002776405,0.00001651867,0.6672933,0.0005731899,0.0001448767,0.000009439443,0.001041657,0.223046,0.03153315,0.008458036,0.0003728931,0.06748316],"study_design_scores_gemma":[0.0001082061,0.000002727984,0.1811835,0.00003482801,0.000009871414,8.946892e-7,0.00002292708,0.8074366,0.01090903,0.0002279526,0.00001088942,0.00005262938],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979394,0.00004253811,0.0008996952,0.00008671253,0.00002686151,0.00005181502,0.000001116501,0.00002268249,0.0009291481],"genre_scores_gemma":[0.9996957,0.00003959055,0.0001841154,0.00001518765,0.00001290524,8.571764e-7,0.00000370683,0.000005013515,0.00004298374],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5843906,"threshold_uncertainty_score":0.2017961,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06653093921727378,"score_gpt":0.2641405959661063,"score_spread":0.1976096567488326,"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."}}