{"id":"W2379706407","doi":"","title":"Manufacturing Process and Technique Development for MDF and HDF: Report on MDF/HDF Pilot Plant of Forintek Canada Corp.","year":2006,"lang":"en","type":"article","venue":"Mucai gongye","topic":"Marine and Offshore Engineering Studies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Manufacturing process; Engineering; Pilot plant; Manufacturing engineering; Environmental science; Process engineering; Materials science; Waste management; Composite material","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001006507,0.0001819651,0.0002244103,0.00006559396,0.00005828351,0.00001227074,0.0000574483,0.00003779278,0.000002958106],"category_scores_gemma":[0.00001856074,0.0001697481,0.0000142032,0.00003703043,0.00001680012,0.00003261493,0.00003341904,0.00009487637,1.419245e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007551849,"about_ca_system_score_gemma":0.00005260691,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01196449,"about_ca_topic_score_gemma":0.04125716,"domain_scores_codex":[0.9991991,0.000002196745,0.0002714306,0.0001794854,0.0001256377,0.0002221439],"domain_scores_gemma":[0.9997183,0.00005107748,0.0000420912,0.00011336,0.00003212276,0.0000430544],"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":[0.001480057,0.001292958,0.2537183,0.06254209,0.003949637,0.003493502,0.005568583,0.1864296,0.03882712,0.01028618,0.250808,0.181604],"study_design_scores_gemma":[0.0008332328,0.0002393726,0.09130919,0.0003696339,0.00004655563,0.0002492303,0.0001109411,0.002339813,0.7703794,0.0003760217,0.1328789,0.0008676909],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9890525,0.0002524679,0.007188406,0.00004976394,0.0002286429,0.000546866,0.00003217793,0.0001567222,0.002492505],"genre_scores_gemma":[0.99642,0.00001815398,0.002904165,0.00001151207,0.00005990323,0.0001674602,0.00002732023,0.00003037138,0.0003610946],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7315522,"threshold_uncertainty_score":0.9946149,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006260633548259309,"score_gpt":0.1856235970651566,"score_spread":0.1793629635168973,"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."}}