{"id":"W4392665696","doi":"10.14359/51740669","title":"SP-361: Concrete and Cement-Based Composites for Sustainable Built Environments","year":2024,"lang":"en","type":"paratext","venue":"","topic":"BIM and Construction Integration","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cement; Composite material; Materials science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.000792459,0.0008091385,0.0002842566,0.001474001,0.0006728159,0.001012957,0.000736037,0.000949654,0.04285394],"category_scores_gemma":[0.0005426502,0.0003065948,0.0004264503,0.001243326,0.0003306394,0.0009412828,0.001111286,0.0005987994,0.01716453],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007676785,"about_ca_system_score_gemma":0.00111652,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005800882,"about_ca_topic_score_gemma":0.01162396,"domain_scores_codex":[0.9994568,0.00004481773,0.00001638485,0.00005868424,0.0003818232,0.00004140663],"domain_scores_gemma":[0.9996777,0.00003463641,0.00002347065,0.00003760937,0.000181743,0.0000448817],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004516811,0.0002503157,0.001577573,0.001499967,0.00002586639,0.0003556966,0.0003014574,0.01517131,0.1024218,0.01899339,0.1314987,0.7274522],"study_design_scores_gemma":[0.00005762428,0.000412222,0.006956446,0.0003369962,0.00002879535,0.0005834867,0.0002683644,0.009355129,0.06726707,0.006569068,0.9081123,0.0000523474],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.08018035,0.009614181,0.1191365,0.002136915,0.001779325,0.001161148,0.01533381,0.01042659,0.7602311],"genre_scores_gemma":[0.2748098,0.008083533,0.09405809,0.0002871028,0.0002055351,0.0005470465,0.01224056,0.001683114,0.6080852],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.04285394,"threshold_uncertainty_score":0.1433607,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007510183215591169,"score_gpt":0.2154665599687527,"score_spread":0.2079563767531616,"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."}}