{"id":"W593763689","doi":"","title":"The Influence of Ultrasound on Virgin Paper Fibres","year":2002,"lang":"en","type":"article","venue":"University of the Arts London Research Online (University of the Arts London)","topic":"Advanced Cellulose Research Studies","field":"Materials Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Refining (metallurgy); Breakage; Materials science; Ultrasonic sensor; Kraft paper; Composite material; Slurry; Ultrasound; Pulp (tooth); Pulp and paper industry; Process engineering; Metallurgy; Acoustics; Engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002299976,0.0001702588,0.0001653588,0.0002944385,0.0002423805,0.0003648973,0.0002170017,0.0003029015,0.001732568],"category_scores_gemma":[0.000673547,0.0001314094,0.0002485316,0.0001686962,0.0003443634,0.0002788151,0.0002179495,0.0002639666,0.0001726328],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002465082,"about_ca_system_score_gemma":0.0001318781,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009707934,"about_ca_topic_score_gemma":0.001034967,"domain_scores_codex":[0.9996989,0.00005513116,0.0000146235,0.00003097506,0.0001375948,0.00006273316],"domain_scores_gemma":[0.9993787,0.0003963918,0.00005460154,0.00002753772,0.00010838,0.00003442572],"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":[0.0002612009,0.00002844014,0.0006227237,0.0001333996,0.00001286832,0.0002811724,0.0001271767,0.0003287169,0.9911471,0.0001029705,0.00003134742,0.006922822],"study_design_scores_gemma":[0.000005374686,0.001156506,0.004903334,0.00001466224,0.00002063696,0.0002445201,0.0001228657,0.0006926157,0.9915924,0.00007058295,0.001166805,0.000009707818],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9930121,0.003385631,0.001014768,0.00002190388,0.00002954666,0.00001279581,0.00002586867,0.0000190778,0.002478246],"genre_scores_gemma":[0.9961661,0.001032659,0.0004954815,0.00002635849,0.00001320825,0.000004343135,0.00004652121,0.00001124209,0.002204104],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001732568,"threshold_uncertainty_score":0.005795956,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03248712241615405,"score_gpt":0.2704168832910974,"score_spread":0.2379297608749434,"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."}}