{"id":"W3192522105","doi":"10.3390/buildings11080334","title":"Hygrothermal Characteristics of Cold Roof Cavities in New Zealand","year":2021,"lang":"en","type":"article","venue":"Buildings","topic":"Urban Heat Island Mitigation","field":"Environmental Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Roof; Durability; Building envelope; Civil engineering; Guideline; Benchmark (surveying); Ventilation (architecture); Engineering; Structural engineering; Architectural engineering; Environmental science; Forensic engineering; Computer science; Geology; Meteorology; Mechanical engineering; Geography","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006341532,0.00005421264,0.00009956696,0.00001586235,0.0000133782,0.000009865108,0.00006049368,0.00003528739,0.000760366],"category_scores_gemma":[0.00002620341,0.0000557595,0.0000198926,0.0001130276,0.00003904125,0.00008706396,0.00004966771,0.00004880494,0.00003483027],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005312858,"about_ca_system_score_gemma":0.00002407415,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00119568,"about_ca_topic_score_gemma":0.000346542,"domain_scores_codex":[0.9994916,0.00001413138,0.000141518,0.0001172641,0.0001165361,0.0001189807],"domain_scores_gemma":[0.9998003,0.00002139328,0.0000409587,0.00009383507,0.000004212733,0.0000393333],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000006944626,0.00002637008,0.7692049,0.000006789009,0.000002270268,0.00001275269,0.0006751716,0.00001785169,0.2210611,0.0003333771,0.005699445,0.002953103],"study_design_scores_gemma":[0.0003387195,0.00002232987,0.8113972,0.00003440248,0.000005585796,0.000006989558,0.00003338558,0.00004322868,0.1439781,0.0002361702,0.04381014,0.00009378771],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973542,0.00002405175,0.00005132273,0.0001949599,0.00005082943,0.0000569123,0.000008005014,0.000008883662,0.00225085],"genre_scores_gemma":[0.9853947,0.00001382706,0.0008954528,0.000120141,0.00003162458,0.000002302955,0.00000519962,0.000007291614,0.01352942],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07708299,"threshold_uncertainty_score":0.8325475,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007031656054592332,"score_gpt":0.1988606891024279,"score_spread":0.1918290330478355,"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."}}