{"id":"W1973875190","doi":"10.1007/s10867-005-7288-1","title":"Nonlinear Dynamics of Microtubules: Biophysical Implications","year":2005,"lang":"en","type":"article","venue":"Journal of Biological Physics","topic":"Microtubule and mitosis dynamics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":34,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; Mitacs","keywords":"Microtubule; Dynein; Tubulin; Kinesin; Nonlinear system; Motor protein; Instability; Physics; Molecular motor; Biophysics; Biology; Mechanics; Cell biology; Quantum mechanics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001270604,0.0001413367,0.0002784448,0.00002733517,0.00003810733,0.000008720377,0.0003206295,0.0001686165,0.000009064143],"category_scores_gemma":[0.00005242888,0.000104905,0.0003043152,0.0001102561,0.0001684634,0.000007051568,0.00009423102,0.000167169,0.000006769816],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000267603,"about_ca_system_score_gemma":0.00007097908,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001538012,"about_ca_topic_score_gemma":0.00000350251,"domain_scores_codex":[0.9990675,0.00004299287,0.0004653623,0.0001583682,0.00008988928,0.0001758823],"domain_scores_gemma":[0.9989901,0.0000250805,0.0003948292,0.0002369968,0.0002684641,0.00008452422],"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":[0.00006964047,0.0005001028,0.001677518,0.000007562829,0.0000725663,6.52483e-7,0.0000133667,0.0001476522,0.9808843,0.001450074,0.0007939488,0.01438265],"study_design_scores_gemma":[0.00110136,0.001988459,0.004009727,0.00003794013,0.00008141791,0.0001035842,0.0000868326,0.00118566,0.951593,0.002437016,0.0369816,0.0003934516],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9795213,0.0002631448,0.01922811,0.000480682,0.00007038176,0.00008292236,0.00007167154,0.000004166916,0.0002775849],"genre_scores_gemma":[0.9863709,0.0006879464,0.01144311,0.0002649841,0.001077714,0.000001940771,0.00009158591,0.00001297039,0.0000488033],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03618765,"threshold_uncertainty_score":0.42779,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01512028994553393,"score_gpt":0.2665803304143602,"score_spread":0.2514600404688263,"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."}}