{"id":"W2980772682","doi":"10.1520/stp161520180019","title":"Impact of Pre– and Post–Whole Building Airtightness Testing on Multi-Unit Residential Buildings Undergoing Deep Retrofits","year":2019,"lang":"en","type":"book-chapter","venue":"ASTM International eBooks","topic":"Facilities and Workplace Management","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Research Manitoba; Red River College","funders":"","keywords":"Unit (ring theory); Unit testing; Engineering; Architectural engineering; Environmental science; Forensic engineering; Structural engineering; Computer science; Mathematics; Operating system","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002561121,0.0004368576,0.0004266451,0.0004896121,0.00009766818,0.00009872607,0.0004569522,0.0002935264,0.0006215697],"category_scores_gemma":[0.0001367497,0.0004269879,0.0002454189,0.00002052099,0.0001302191,0.00007321743,0.0003847773,0.0004909132,0.0001277983],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002005213,"about_ca_system_score_gemma":0.00008422771,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005300494,"about_ca_topic_score_gemma":0.0001223837,"domain_scores_codex":[0.9979009,0.00003652895,0.0005841368,0.0006484757,0.0004989381,0.0003310266],"domain_scores_gemma":[0.9980986,0.000538404,0.0005484961,0.0004160262,0.0003082294,0.00009029599],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.001581845,0.0001273019,0.008656297,0.0003061414,0.003532976,0.0001281435,0.002352025,0.00144885,0.003062359,0.9341848,0.00203627,0.042583],"study_design_scores_gemma":[0.02934691,0.01389908,0.7047717,0.02272163,0.001807064,0.0006367096,0.00351181,0.007392629,0.001386933,0.03958229,0.1651973,0.009745941],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.2222906,0.0001470047,0.00126045,0.0001407384,0.001813726,0.0006259077,0.0002364486,0.00008754044,0.7733976],"genre_scores_gemma":[0.4600547,0.000003257781,0.0008828215,0.00008956767,0.0002037103,0.000009736931,0.00004469218,0.00006906745,0.5386425],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8946025,"threshold_uncertainty_score":0.9998182,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03101576642960398,"score_gpt":0.3111991311242065,"score_spread":0.2801833646946025,"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."}}