{"id":"W4360603729","doi":"10.1016/j.jmps.2023.105272","title":"Statistical mechanics of coil–rod structure in biopolymer gels","year":2023,"lang":"en","type":"article","venue":"Journal of the Mechanics and Physics of Solids","topic":"Hydrogels: synthesis, properties, applications","field":"Biochemistry, Genetics and Molecular Biology","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Biopolymer; Polymer; Materials science; Rubber elasticity; Electromagnetic coil; Random coil; Chain (unit); Work (physics); Statistical mechanics; Mechanics; Chemical physics; Composite material; Crystallography; Statistical physics; Physics; Thermodynamics; 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":[0.0008005942,0.0002253998,0.0005242184,0.001262493,0.0005832152,0.001189029,0.001017943,0.0008226528,0.001727737],"category_scores_gemma":[0.002379135,0.0004887767,0.0003434445,0.0004882868,0.001934523,0.001493224,0.0007104937,0.0007313897,0.0001929823],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008622676,"about_ca_system_score_gemma":0.0005479146,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001882673,"about_ca_topic_score_gemma":0.001559767,"domain_scores_codex":[0.999806,0.00004625981,0.00000859622,0.00003366741,0.00006604483,0.00003951901],"domain_scores_gemma":[0.9985467,0.0007787026,0.0001896371,0.00008793806,0.0001572826,0.0002397512],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001782301,0.0003101,0.003196731,0.0001957934,0.00007069558,0.0004144973,0.0003614238,0.3039221,0.05717762,0.6219558,0.003251079,0.008965998],"study_design_scores_gemma":[0.00001944576,0.00004413811,0.002703532,0.000008388856,0.000007192778,0.00004222627,0.00004130751,0.9189731,0.001730519,0.07598206,0.0004042839,0.00004375497],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9026601,0.001688186,0.08489559,0.001965171,0.0001465923,0.0000502221,0.0001841918,0.0002256442,0.008184393],"genre_scores_gemma":[0.9950868,0.000390026,0.002357377,0.000114173,0.000121614,0.00002781541,0.0000786719,0.00005430497,0.001769111],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001882673,"threshold_uncertainty_score":0.006256223,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01371197861962466,"score_gpt":0.250898892433102,"score_spread":0.2371869138134774,"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."}}