{"id":"W3167289468","doi":"10.1007/s12221-021-0194-8","title":"The Optimum Parameters for Fibre Yield (%) and Characterization of Typha latifolia L. Fibres for Textile Applications","year":2021,"lang":"en","type":"article","venue":"Fibers and Polymers","topic":"Advanced Cellulose Research Studies","field":"Materials Science","cited_by":23,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Typha; Typha angustifolia; Materials science; Textile; Wool; Composite material; Polyester; Pulp and paper industry; Biology; Wetland","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":[0.0001023993,0.00007126171,0.0001177395,0.00001674889,0.0003036277,0.00004442855,0.0000581785,0.0000302036,0.00001780372],"category_scores_gemma":[0.00007036669,0.00005311067,0.00003196753,0.00006394729,0.0001732153,0.00008076317,0.00004991557,0.00002346661,7.462409e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006516772,"about_ca_system_score_gemma":0.00003122578,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007447269,"about_ca_topic_score_gemma":0.000006288943,"domain_scores_codex":[0.9994317,0.00001320451,0.0001295675,0.0001724883,0.00007241986,0.000180566],"domain_scores_gemma":[0.9990651,0.0006271431,0.00007089222,0.0001252547,0.00006591991,0.00004567608],"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":[0.00006335841,0.000009362087,0.00004741923,0.0001248939,0.00002168864,1.680269e-7,0.0002749143,0.000009159839,0.9721578,0.001111661,0.0003229741,0.02585659],"study_design_scores_gemma":[0.0003947696,0.0001383353,0.0005757533,0.00004320545,0.00003524229,0.000002805844,0.0007910735,0.0005341344,0.9524773,0.001488523,0.04336958,0.0001492358],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9512317,0.005333168,0.03592097,0.003484449,0.0002544193,0.001852717,0.001368277,0.00004291963,0.0005113994],"genre_scores_gemma":[0.9714827,0.002887837,0.01559187,0.0002332308,0.0001723161,0.001313612,0.0002110985,0.00004459864,0.008062752],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04304661,"threshold_uncertainty_score":0.233529,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02191046936825049,"score_gpt":0.2828211584542845,"score_spread":0.260910689086034,"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."}}