{"id":"W7132756977","doi":"","title":"Modelling moisture conditions of Norway spruce (Picea abies): first validation against a global experiment [paper presented at 3rd International Conference on Moisture in Buildings 2025, Guimarães, Portugal]","year":2025,"lang":"en","type":"article","venue":"OpenAgrar","topic":"Wood Treatment and Properties","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"FPInnovations","funders":"","keywords":"Robustness (evolution); Water content; Moisture; Durability; Reliability (semiconductor); Model validation","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007509931,0.0006498178,0.000375705,0.0002754258,0.0002442964,0.0005460074,0.0004858132,0.000629803,0.0005088465],"category_scores_gemma":[0.000567729,0.0001367265,0.0005106294,0.0002090188,0.0003424264,0.0004921913,0.0002971103,0.0003492579,0.0001516543],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004779133,"about_ca_system_score_gemma":0.0003032878,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0172406,"about_ca_topic_score_gemma":0.02084014,"domain_scores_codex":[0.9998237,0.00004313487,0.00001002984,0.00006642557,0.00003397533,0.00002271973],"domain_scores_gemma":[0.9996425,0.0001911596,0.00003186945,0.00005533859,0.00004544138,0.00003381415],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0004804676,0.0009954893,0.05497649,0.0002388154,0.00009972657,0.0001957059,0.0002538673,0.8351387,0.07449619,0.0003212319,0.0005071784,0.0322961],"study_design_scores_gemma":[0.00005967161,0.001123846,0.04643526,0.00001811012,0.00006596239,0.00004017261,0.000164188,0.9214972,0.02962792,0.0001900997,0.0007425038,0.00003509657],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9926977,0.00008976985,0.005796088,0.00003024976,0.00001632266,0.00003169313,0.0003242113,0.0001580859,0.0008559207],"genre_scores_gemma":[0.9970027,0.00006478852,0.002323493,0.000006631136,0.000003294995,0.00001944725,0.0002956721,0.00001606398,0.0002678784],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0172406,"threshold_uncertainty_score":0.03428054,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0214834045039656,"score_gpt":0.2601002371396302,"score_spread":0.2386168326356645,"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."}}