{"id":"W6982200631","doi":"","title":"Heat, air and moisture control strategies for managing condensation in walls","year":2003,"lang":"en","type":"article","venue":"NPARC","topic":"Astrophysical Phenomena and Observations","field":"Physics and Astronomy","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Moisture; Condensation; Water vapor; Water content; Control (management)","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":[0.0000427037,0.00006753985,0.00009814517,0.00001959811,0.00005880213,0.00002645282,0.00002825032,0.00001337898,0.00004735495],"category_scores_gemma":[0.000002238284,0.00006340962,0.00002483923,0.0000486227,0.00002097949,0.0001219335,0.000004134379,0.00005525756,0.00000221956],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009780832,"about_ca_system_score_gemma":0.00002301727,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002468633,"about_ca_topic_score_gemma":0.000005088816,"domain_scores_codex":[0.9996143,0.00001705181,0.00009173554,0.0001108062,0.00003993944,0.0001261744],"domain_scores_gemma":[0.9998235,0.00004863969,0.00001383456,0.00006279675,0.00002280442,0.00002847144],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000009743454,0.0000442787,0.01326772,0.00001160516,0.00001768773,1.862867e-7,0.0002313775,0.002713873,0.009680164,0.9726552,0.0001029359,0.001265281],"study_design_scores_gemma":[0.001689602,0.00005125998,0.02076098,0.0000128329,0.00001903481,4.1884e-8,0.001944008,0.009367,0.0006483757,0.9637876,0.00157113,0.00014821],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8692106,0.00001348073,0.09640418,0.0006272469,0.00004380895,0.0003009267,0.00002280383,0.00001313288,0.03336383],"genre_scores_gemma":[0.9984653,3.289424e-7,0.001158292,0.0001154808,0.00005919679,0.00005252876,0.00001195384,0.000006522864,0.0001303686],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1292547,"threshold_uncertainty_score":0.2585769,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01001910398363911,"score_gpt":0.2287677242179066,"score_spread":0.2187486202342674,"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."}}