{"id":"W1982971277","doi":"10.1002/1521-4117(200010)17:3<113::aid-ppsc113>3.0.co;2-z","title":"Characterization of Fibres and Fibre Collectives with Common Laser Diffractometers","year":2000,"lang":"en","type":"article","venue":"Particle & Particle Systems Characterization","topic":"Material Properties and Processing","field":"Engineering","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nickel Institute","funders":"","keywords":"Diffraction; Materials science; Optics; Characterization (materials science); Laser; Orientation (vector space); Suspension (topology); Composite material; Nanotechnology; Physics; Geometry; Mathematics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002212542,0.0005433192,0.00106831,0.004227864,0.001384081,0.001013555,0.001000286,0.0008758858,0.002404803],"category_scores_gemma":[0.002541365,0.0004649211,0.0005769534,0.003166194,0.001371467,0.001451887,0.001399086,0.001005187,0.0007479849],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007836347,"about_ca_system_score_gemma":0.0005776861,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001514269,"about_ca_topic_score_gemma":0.003094178,"domain_scores_codex":[0.997272,0.0001781094,0.0002779111,0.0008228819,0.001182223,0.0002668741],"domain_scores_gemma":[0.9964231,0.0007554927,0.0006404981,0.0009594343,0.001024509,0.0001969436],"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":[0.0002436213,0.00005099553,0.003716734,0.0002041394,0.00002155614,0.000131415,0.0008776882,0.000618288,0.9719364,0.001619895,0.000210495,0.02036874],"study_design_scores_gemma":[0.00002421083,0.000317991,0.01865522,0.00003860992,0.0000631927,0.0006335155,0.0005081127,0.009212595,0.9580211,0.0011282,0.01133031,0.00006695626],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6398939,0.002824386,0.3478687,0.0001171238,0.0001573356,0.0004712613,0.001932182,0.0009321812,0.005802764],"genre_scores_gemma":[0.6708202,0.002442695,0.3174867,0.00005004384,0.00007307269,0.0006807601,0.001599847,0.0002582624,0.006588379],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004227864,"threshold_uncertainty_score":0.01170117,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008393292134593656,"score_gpt":0.1878774353389302,"score_spread":0.1794841432043365,"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."}}