{"id":"W1970167144","doi":"10.1111/j.1745-4603.2004.tb00822.x","title":"STEADY‐SHEAR RHEOLOGY OF CONCENTRATED CHITOSAN SOLUTIONS","year":2004,"lang":"en","type":"article","venue":"Journal of Texture Studies","topic":"Polysaccharides Composition and Applications","field":"Agricultural and Biological Sciences","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; Université de Sherbrooke","funders":"","keywords":"Rheology; Chitosan; Materials science; Shear (geology); Chemical engineering; Composite material; Engineering","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":[0.00008277105,0.00006780957,0.0002086198,0.00001796617,0.0001593321,0.000006935882,0.0001367391,0.00003902461,0.00003778086],"category_scores_gemma":[0.00004494993,0.00002412939,0.00009537817,0.0002711194,0.0001525823,0.00005960706,0.00003555268,0.0001145686,0.000003789124],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001556064,"about_ca_system_score_gemma":0.00001660461,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008556901,"about_ca_topic_score_gemma":0.00002350101,"domain_scores_codex":[0.9993757,0.00002495419,0.00029252,0.00006520086,0.0001144392,0.000127158],"domain_scores_gemma":[0.9994329,0.00006291128,0.0002519481,0.00002638667,0.0001756647,0.00005023026],"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":[0.00002210724,0.0001600924,0.000951834,0.000005113885,0.0001305914,0.00000429192,0.0003313373,0.0001115428,0.9727375,0.01962459,0.0008035576,0.005117449],"study_design_scores_gemma":[0.004134639,0.004801344,0.5179648,0.0009220702,0.0005767962,0.001096753,0.02984759,0.00007892328,0.3624113,0.05050129,0.02660603,0.001058435],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9816874,0.004007923,0.00009779793,0.01357577,0.0001523969,0.00006450019,0.00001824075,0.00001168094,0.0003843194],"genre_scores_gemma":[0.9989135,0.0004803519,0.0002225569,0.0001676749,0.000171129,0.000001766735,0.000001779076,3.520748e-7,0.0000409421],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6103262,"threshold_uncertainty_score":0.122547,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04705974386061028,"score_gpt":0.2842217817650518,"score_spread":0.2371620379044415,"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."}}