{"id":"W3169531117","doi":"10.1061/(asce)ae.1943-5568.0000470","title":"Innovative Construction Products: From Qualification and Performance Assessment to Quality Control","year":2021,"lang":"en","type":"article","venue":"Journal of Architectural Engineering","topic":"Life Cycle Costing Analysis","field":"Business, Management and Accounting","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada","funders":"","keywords":"Building envelope; Engineering; Quality (philosophy); Vendor; Risk analysis (engineering); Architectural engineering; Operations management; Business","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":[0.0228778,0.00169006,0.001383408,0.007644976,0.001129667,0.009883784,0.002355092,0.002266129,0.003143712],"category_scores_gemma":[0.01938719,0.0007413794,0.0007654399,0.004264783,0.004662161,0.003931273,0.00357158,0.002523217,0.002477034],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01055264,"about_ca_system_score_gemma":0.01178023,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03081507,"about_ca_topic_score_gemma":0.02256094,"domain_scores_codex":[0.95635,0.00460593,0.001823188,0.001428653,0.03465541,0.001136873],"domain_scores_gemma":[0.977183,0.00369718,0.002610939,0.00101379,0.014827,0.0006680342],"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":[0.0003058371,0.000424414,0.01259436,0.00517785,0.00009195156,0.0003519375,0.00132324,0.009653323,0.03002857,0.07025626,0.02044342,0.8493488],"study_design_scores_gemma":[0.00006216025,0.002930824,0.04898567,0.007735449,0.0002013827,0.001485927,0.003925689,0.02524323,0.1111008,0.04025938,0.7574689,0.0006005575],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.08353894,0.2119343,0.4288675,0.01624122,0.002143099,0.004768732,0.002208833,0.002205276,0.2480921],"genre_scores_gemma":[0.4605401,0.1316362,0.3458881,0.004001794,0.001215099,0.001439275,0.003703055,0.0005990522,0.0509774],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03081507,"threshold_uncertainty_score":0.1209908,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01390523379254983,"score_gpt":0.2452467966411322,"score_spread":0.2313415628485823,"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."}}