{"id":"W2061688205","doi":"10.1080/07373937.2010.535131","title":"Evaluating the Use of Humidification Systems During Heat Treatment of MPB Lumber","year":2011,"lang":"en","type":"article","venue":"Drying Technology","topic":"Wood Treatment and Properties","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"FPInnovations","funders":"FPInnovations","keywords":"Kiln; Environmental science; Pulp and paper industry; Water content; Waste management; Engineering; Geotechnical engineering","routes":{"ca_aff":true,"ca_fund":true,"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":[0.00004813901,0.00009757989,0.0001692106,0.0001188565,0.00004929717,0.000005379673,0.00009479444,0.00008941763,0.000009092641],"category_scores_gemma":[0.00001674012,0.000065302,0.00003610411,0.000160406,0.00007049816,0.00005622086,0.00001750088,0.00004124013,0.000006540587],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005134775,"about_ca_system_score_gemma":0.000005575926,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002312136,"about_ca_topic_score_gemma":0.000009070744,"domain_scores_codex":[0.9994712,0.00002036753,0.0002223755,0.00009301764,0.00006551032,0.0001274536],"domain_scores_gemma":[0.9995376,0.00002903334,0.00004365621,0.0003439588,0.00003684076,0.000008891234],"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":[0.00006419385,0.000204255,0.06195174,0.0003565004,0.0005669583,0.000005784651,0.005664879,0.01175618,0.8964018,0.002939365,0.00002498887,0.02006331],"study_design_scores_gemma":[0.0004687791,0.0004166063,0.003445487,0.00009088617,0.0001024625,0.00001535152,0.0003896123,0.01380337,0.9807305,0.0001516897,0.0002616063,0.0001236612],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973484,0.001689136,0.0000697923,0.0000228097,0.0001137425,0.000236185,0.00000302442,0.0002541782,0.0002627517],"genre_scores_gemma":[0.9985138,0.0001453286,0.001130978,4.712539e-7,0.00001160063,0.00008764322,0.000002226645,0.00001723962,0.00009071641],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08432864,"threshold_uncertainty_score":0.2662939,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2276050754494382,"score_gpt":0.2843284247862142,"score_spread":0.05672334933677603,"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."}}