{"id":"W2941559388","doi":"10.1007/s00107-019-01412-z","title":"Optimal power consumption and surface quality in the circular sawing process of Douglas-fir wood","year":2019,"lang":"en","type":"article","venue":"European Journal of Wood and Wood Products","topic":"Wood Treatment and Properties","field":"Engineering","cited_by":38,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada; FPInnovations","keywords":"Waviness; Machining; Energy consumption; Rotational speed; Deflection (physics); Power (physics); Mechanical engineering; Automotive engineering; Materials science; Engineering; Electrical engineering","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0003838092,0.0001546362,0.000225313,0.0001787534,0.0002291114,0.0007135267,0.0001682806,0.0002172505,0.0008391145],"category_scores_gemma":[0.0005484207,0.0001865313,0.0002110989,0.0002336784,0.0003005052,0.0003820959,0.0002061526,0.0002501095,0.0001184645],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005401791,"about_ca_system_score_gemma":0.0003866546,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003504999,"about_ca_topic_score_gemma":0.004586128,"domain_scores_codex":[0.9998316,0.00002536724,0.000006793719,0.00003826396,0.00004470947,0.00005327528],"domain_scores_gemma":[0.9996998,0.00014143,0.00005173816,0.00002046743,0.00005840607,0.00002823792],"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":[0.00257709,0.0002122743,0.008580592,0.0001065105,0.00001923582,0.0001085458,0.000105653,0.02249932,0.9439049,0.0003138548,0.00006803685,0.02150409],"study_design_scores_gemma":[0.00004592678,0.001626264,0.04640999,0.000007407732,0.00003480254,0.00006228054,0.000254642,0.06095933,0.8898819,0.0003067164,0.0003899311,0.00002077409],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977717,0.0001460693,0.001778288,0.000007858311,0.000001818695,0.000002958747,0.000009922142,0.000006519666,0.0002748797],"genre_scores_gemma":[0.9993744,0.00004931439,0.0003533024,0.000001891771,7.120177e-7,8.225623e-7,0.00001191769,0.000004962314,0.0002026691],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003504999,"threshold_uncertainty_score":0.006969154,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01972568086446088,"score_gpt":0.2301024571162525,"score_spread":0.2103767762517917,"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."}}