{"id":"W2326537822","doi":"10.5558/tfc2013-117","title":"Near-infrared spectroscopy as a potential quality assurance tool for the wood preservation industry","year":2013,"lang":"en","type":"article","venue":"The Forestry Chronicle","topic":"Wood Treatment and Properties","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"FPInnovations","funders":"","keywords":"Preservative; Quality assurance; Environmental science; Pulp and paper industry; Tebuconazole; Process engineering; Agricultural engineering; Chemistry; Botany; Fungicide; Engineering; Food science; Operations management; Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.002501765,0.0007924761,0.0005812282,0.0007401299,0.0002676027,0.000957008,0.0006110214,0.0009289042,0.001271903],"category_scores_gemma":[0.001640138,0.00033197,0.0006703377,0.0005995313,0.0003745447,0.001340841,0.0003590818,0.0007366704,0.00051758],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006856599,"about_ca_system_score_gemma":0.0006283036,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002920781,"about_ca_topic_score_gemma":0.005541541,"domain_scores_codex":[0.9992145,0.0002951711,0.00002454808,0.00008590664,0.0003334166,0.00004636981],"domain_scores_gemma":[0.9991634,0.0003417768,0.000157851,0.00008617285,0.0002071037,0.00004370369],"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":[0.001036103,0.001550088,0.03734606,0.0005069389,0.000165248,0.0002305569,0.0001570694,0.129847,0.5732061,0.005470412,0.001961981,0.2485224],"study_design_scores_gemma":[0.00006290519,0.003119808,0.02290005,0.0001543489,0.0002075843,0.0004452806,0.0003036809,0.647229,0.3084583,0.006217152,0.01070566,0.0001961784],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5281457,0.008210403,0.4486783,0.001816186,0.0001798219,0.0002071044,0.0006968142,0.00162647,0.01043926],"genre_scores_gemma":[0.8552662,0.003408266,0.1373933,0.0002062645,0.00004115043,0.00004637521,0.0003640162,0.00006521231,0.003209278],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002920781,"threshold_uncertainty_score":0.0132308,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01909907836517089,"score_gpt":0.2505597938325743,"score_spread":0.2314607154674034,"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."}}