{"id":"W2948222974","doi":"10.11159/iccste19.170","title":"Low-cost Housing Using Sustainable Materials and Catenary Shapes","year":2019,"lang":"en","type":"article","venue":"Proceedings of the International Conference on Civil, Structural and Transportation Engineering","topic":"Architecture and Computational Design","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Catenary; Computer science; Engineering; Structural engineering","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":[0.0001064975,0.0003501045,0.0001938088,0.0003684697,0.0001970489,0.0006711723,0.0006454277,0.0002968402,0.004366346],"category_scores_gemma":[0.0002145761,0.0001524632,0.0003012519,0.0003071185,0.0002609116,0.0005413518,0.0006327496,0.0001827412,0.0009944499],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001798118,"about_ca_system_score_gemma":0.0001905428,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004157909,"about_ca_topic_score_gemma":0.001462746,"domain_scores_codex":[0.9998875,0.00001742067,0.000004070638,0.00001466936,0.00006369505,0.00001271798],"domain_scores_gemma":[0.99994,0.00001135803,0.00001035891,0.00001905403,0.00001340136,0.000005818017],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000173761,0.0001897899,0.003227116,0.0005569858,0.00004377378,0.0007884005,0.000177635,0.2979297,0.1982989,0.1295157,0.005843781,0.3632545],"study_design_scores_gemma":[0.00008064412,0.001235886,0.005679241,0.0001406853,0.00006945132,0.00206185,0.0003531283,0.6985334,0.1120394,0.05045791,0.1292589,0.00008957523],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2086731,0.001193973,0.7170532,0.0003118944,0.0001775453,0.0001340641,0.0002678277,0.001178356,0.07101002],"genre_scores_gemma":[0.7487281,0.000580823,0.2332565,0.00004430498,0.0000204406,0.00008481141,0.0001943205,0.0001216579,0.01696916],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004366346,"threshold_uncertainty_score":0.01460683,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01007368214540066,"score_gpt":0.20350345259281,"score_spread":0.1934297704474093,"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."}}