{"id":"W2329355372","doi":"10.1021/ie201631q","title":"Fiber Quality Analysis: OpTest Fiber Quality Analyzer versus L&W Fiber Tester","year":2011,"lang":"en","type":"article","venue":"Industrial & Engineering Chemistry Research","topic":"Material Properties and Processing","field":"Engineering","cited_by":40,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of New Brunswick","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Fiber; Newsprint; Materials science; Pulp (tooth); Composite material; Spectrum analyzer; Balsam; Mathematics; Optics; Kraft paper; Physics; Dentistry","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002220162,0.0004603576,0.0006756871,0.0002241904,0.0001746585,0.0002944168,0.0006543421,0.0006400545,0.01811356],"category_scores_gemma":[0.0008085039,0.0004498565,0.0002687897,0.001483074,0.0001281085,0.000292466,0.0002385145,0.00142629,0.0006707339],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002892884,"about_ca_system_score_gemma":0.0001042153,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000482541,"about_ca_topic_score_gemma":0.00001062842,"domain_scores_codex":[0.9963567,0.0001373368,0.0008885983,0.0006150627,0.0008781877,0.001124152],"domain_scores_gemma":[0.9978667,0.0003991901,0.00008136887,0.0009477585,0.0002973306,0.0004076179],"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":[0.00317313,0.0005876022,0.00463906,0.004402036,0.008316825,0.0001217665,0.002660396,0.1602058,0.7610922,0.00005726133,0.01979423,0.0349497],"study_design_scores_gemma":[0.004269228,0.0001152509,0.002241202,0.0003643683,0.0005784753,0.00001150685,0.0002295557,0.008581525,0.6924958,0.00003766599,0.2884591,0.002616406],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9498783,0.0003670695,0.00002766432,0.00005324259,0.0004411064,0.0002726549,0.0000947442,0.0006236225,0.0482416],"genre_scores_gemma":[0.9851798,0.00001784231,0.0003918169,0.000005276329,0.001375835,0.00008698695,0.0001189663,0.0001216524,0.0127018],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2686648,"threshold_uncertainty_score":0.9997953,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3761790397390203,"score_gpt":0.3894414627988725,"score_spread":0.01326242305985215,"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."}}