{"id":"W4233824713","doi":"10.1002/1521-4117(200010)17:3<113::aid-ppsc113>3.3.co;2-q","title":"Characterization of Fibres and Fibre Collectives with Common Laser Diffractometers","year":2000,"lang":"en","type":"article","venue":"Particle & Particle Systems Characterization","topic":"Surface Roughness and Optical Measurements","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nickel Institute","funders":"","keywords":"Characterization (materials science); Materials science; Laser; Optics; Nanotechnology; Physics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001272168,0.0001710967,0.0002765504,0.00003237026,0.00008095561,0.00009317207,0.00006247978,0.00006075889,0.0001054305],"category_scores_gemma":[0.00001083937,0.0001519696,0.00002349948,0.0003730311,0.00005964092,0.0005457145,0.00001004724,0.00005953581,0.00002391977],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003281075,"about_ca_system_score_gemma":0.000008224421,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001510204,"about_ca_topic_score_gemma":0.000003356305,"domain_scores_codex":[0.9988318,0.00008411436,0.0003737084,0.0001928592,0.0002373016,0.0002801931],"domain_scores_gemma":[0.9995104,0.00004135511,0.00007350971,0.0001893624,0.00006310706,0.0001222427],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0001113668,0.00006311167,0.08311781,0.0001414238,0.00004769399,0.000001711386,0.0005937293,0.002392726,0.9083817,0.0000326957,0.000001316919,0.005114709],"study_design_scores_gemma":[0.0005653623,0.000113731,0.4898449,0.0001115983,0.00002912126,0.000004602763,0.00006495751,0.09485275,0.4140655,0.000002394752,0.0001733248,0.0001718273],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982321,0.00004528596,0.0008979538,0.00004050411,0.00009049934,0.0003824063,0.00003717874,0.0001556423,0.0001183853],"genre_scores_gemma":[0.9995658,0.00006557957,0.00002884744,0.00001405581,0.00003802835,0.00006911525,0.00004686158,0.00003847687,0.0001332785],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4943162,"threshold_uncertainty_score":0.6197141,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01160081332277843,"score_gpt":0.2017896578801251,"score_spread":0.1901888445573467,"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."}}