{"id":"W2733249625","doi":"","title":"Benchmarking of hygrothermal model against measurements of drying of full-scale wall assemblies","year":2010,"lang":"en","type":"article","venue":"NPARC","topic":"Hygrothermal properties of building materials","field":"Engineering","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Benchmarking; Scale (ratio); Environmental science; Geography; Business","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004414145,0.0001530285,0.0003576589,0.0001065752,0.0000222427,0.00001032259,0.0002840978,0.00009908796,0.0001787501],"category_scores_gemma":[0.00003407268,0.0001474084,0.00008239548,0.00007368948,0.00008039427,0.0001462767,0.00005619062,0.0001228212,0.000003144104],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001728679,"about_ca_system_score_gemma":0.00002210053,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000164834,"about_ca_topic_score_gemma":0.0000180651,"domain_scores_codex":[0.9988044,0.0000232239,0.0004965398,0.0001263067,0.0003237204,0.0002258005],"domain_scores_gemma":[0.9993837,0.00002338677,0.0001349196,0.0003075897,0.0001046982,0.0000456775],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00002643655,0.00002590094,0.0007717106,0.0003434018,0.00004833329,2.213641e-7,0.0003844379,0.06765901,0.9274665,0.00002943323,0.00005175572,0.00319284],"study_design_scores_gemma":[0.0002549796,0.00002920998,0.0004401059,0.000141817,0.00001519356,7.204281e-7,0.00001099406,0.08027551,0.918564,0.0001102236,0.00002729188,0.0001299514],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9769,0.00002573453,0.0009811647,0.00001162804,0.0002303899,0.000158215,0.0000123813,0.00006254451,0.02161798],"genre_scores_gemma":[0.9783571,0.000009525364,0.02149615,0.00001036525,0.00004523092,0.00001016924,0.000001959166,0.00004847627,0.00002100469],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02159697,"threshold_uncertainty_score":0.6011139,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02512311570001524,"score_gpt":0.2244920549458129,"score_spread":0.1993689392457977,"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."}}