{"id":"W2329355372","doi":"10.1021/ie201631q","title":"Fiber Quality Analysis: OpTest Fiber Quality Analyzer versus L&amp;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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002316211,0.0004811736,0.000388861,0.002259858,0.0006240785,0.0007950754,0.0006080759,0.0003872817,0.00253413],"category_scores_gemma":[0.002812359,0.000309846,0.0002800227,0.001856751,0.0005086086,0.001109703,0.0006169998,0.0003489111,0.000682564],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001081676,"about_ca_system_score_gemma":0.0008870765,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01814673,"about_ca_topic_score_gemma":0.04229054,"domain_scores_codex":[0.9969795,0.0003516439,0.0002077479,0.0007261612,0.001564866,0.0001700916],"domain_scores_gemma":[0.9958603,0.0007938519,0.0007695957,0.0002138925,0.002207469,0.0001548623],"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":[0.001836931,0.0002026059,0.2166917,0.0003820117,0.0001875791,0.0001484115,0.0007016956,0.0009884727,0.6222471,0.0005309734,0.001499053,0.1545834],"study_design_scores_gemma":[0.0001294936,0.002044671,0.6000824,0.00008456805,0.000409139,0.001458473,0.001066344,0.01895586,0.3645549,0.0003888122,0.0106432,0.0001820258],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.888999,0.001256966,0.09764206,0.0001027228,0.00009575624,0.000289164,0.002239704,0.001468536,0.007906022],"genre_scores_gemma":[0.8521541,0.0009681258,0.1362607,0.0002996074,0.00004374894,0.0002298596,0.001528013,0.0002542175,0.008261597],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01814673,"threshold_uncertainty_score":0.03608221,"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."}}