{"id":"W3186526135","doi":"10.21203/rs.3.rs-689489/v1","title":"Single Fibre Swelling Behavior for Natural and Man-Made Cellulose Fibres Under Industrial Steeping Conditions","year":2021,"lang":"en","type":"preprint","venue":"Research Square","topic":"Advanced Cellulose Research Studies","field":"Materials Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sciencetech (Canada)","funders":"Jenny ja Antti Wihurin Rahasto","keywords":"Steeping; Swelling; Cellulose; Natural (archaeology); Cellulose fiber; Materials science; Polymer science; Composite material; Pulp and paper industry; Business; Chemistry; Food science; Fiber; Engineering; Biology; Organic chemistry","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":[0.0001625436,0.0001826006,0.0001095279,0.0001919531,0.0001025506,0.0001206434,0.0000889262,0.0001149853,0.001067385],"category_scores_gemma":[0.0002686472,0.00005931303,0.0001359386,0.000184939,0.000130869,0.0002077466,0.00007777226,0.000185546,0.00009459395],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001191464,"about_ca_system_score_gemma":0.00007302865,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009027188,"about_ca_topic_score_gemma":0.00117925,"domain_scores_codex":[0.9999146,0.00001437851,0.000007622303,0.00001685355,0.00002667266,0.00001980357],"domain_scores_gemma":[0.9998374,0.00006074761,0.00003881009,0.000008646282,0.00003116647,0.00002318241],"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":[0.000066275,0.000007630581,0.0003534358,0.0000319595,0.000002987503,0.00002372966,0.00003396274,0.0000970066,0.9987141,0.00001064346,0.000005466895,0.0006527574],"study_design_scores_gemma":[0.00000255715,0.0002063988,0.006659874,0.000002524954,0.00000518557,0.00005187417,0.00003553566,0.0006260196,0.992203,0.000007974181,0.0001939938,0.000004906177],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988575,0.0002977624,0.0004153377,0.000006269055,0.000003475734,0.000004221165,0.0001001518,0.000008275809,0.0003071098],"genre_scores_gemma":[0.9990189,0.0001719536,0.0004068192,0.000002309815,0.000002177096,0.00000408246,0.00008823779,0.000003744825,0.0003017495],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001067385,"threshold_uncertainty_score":0.003570735,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1554084032502008,"score_gpt":0.4153157314868824,"score_spread":0.2599073282366816,"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."}}