{"id":"W2289435386","doi":"10.13073/0015-7473-62.3.177","title":"Protocol Comparison: Laboratory versus Natural Weathering Tests for Performance Evaluation of Coatings on Preservative-Treated Wood","year":2012,"lang":"en","type":"article","venue":"Forest Products Journal","topic":"Wood Treatment and Properties","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Preservative; Weathering; Protocol (science); Natural (archaeology); Pulp and paper industry; Softwood; Materials science; Environmental science; Composite material; Chemistry; Engineering; Geology; Geochemistry; Food science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000723947,0.0001809477,0.0001960968,0.00008275258,0.0001357924,0.00003954681,0.0001227332,0.00004763278,0.00002034972],"category_scores_gemma":[0.0002374394,0.0001340935,0.00003727463,0.0001890091,0.00003098119,0.000615655,0.00001540174,0.0002133582,0.000008748721],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001389893,"about_ca_system_score_gemma":0.00005811156,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001346757,"about_ca_topic_score_gemma":0.000003874138,"domain_scores_codex":[0.9988545,0.0000568124,0.0003013436,0.000106341,0.0003791996,0.0003018065],"domain_scores_gemma":[0.999016,0.00005206267,0.0001500177,0.0001603045,0.0005604913,0.00006111804],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0064643,0.001550481,0.6756773,0.002456753,0.001277082,0.000002421496,0.01189977,0.1423201,0.08235124,0.0002465079,0.018021,0.05773303],"study_design_scores_gemma":[0.01159435,0.002795031,0.1955654,0.0006436674,0.0003093548,0.00001573358,0.0002544083,0.0593526,0.7126171,0.0000469866,0.01615323,0.000652127],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9848546,0.0004610386,0.000006403126,0.00004092539,0.0005607592,0.01345802,0.00000628623,0.00006750492,0.0005444541],"genre_scores_gemma":[0.9912812,0.000003037088,0.0009726919,0.000002679911,0.0005572888,0.007078504,0.00001001921,0.00003424455,0.00006030351],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6302658,"threshold_uncertainty_score":0.5468174,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08587472646943373,"score_gpt":0.3234201044627567,"score_spread":0.237545377993323,"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."}}