{"id":"W3038840651","doi":"10.1038/s41598-020-67212-1","title":"Collective Dynamics of Model Pili-Based Twitcher-Mode Bacilliforms","year":2020,"lang":"en","type":"article","venue":"Scientific Reports","topic":"Micro and Nano Robotics","field":"Physics and Astronomy","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Tech University","funders":"Natural Sciences and Engineering Research Council of Canada; European Commission","keywords":"Pilus; Dynamics (music); Mode (computer interface); Computer science; Computational biology; Bioinformatics; Biology; Genetics; Physics; Human–computer interaction; Escherichia coli","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":[0.0002366274,0.0001346608,0.0002294507,0.00005825481,0.0001524399,0.00006805779,0.0001277539,0.00003662314,0.0001981902],"category_scores_gemma":[0.00001737108,0.0001176615,0.0001449463,0.0005060656,0.000143019,0.00008656725,0.00005211684,0.0001027813,0.00001410792],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007230915,"about_ca_system_score_gemma":0.001019929,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003565285,"about_ca_topic_score_gemma":0.000009207401,"domain_scores_codex":[0.9985974,0.00001347009,0.0004148066,0.0004546055,0.0002894206,0.0002302885],"domain_scores_gemma":[0.9989334,0.00001643658,0.0002930505,0.0004096111,0.000206545,0.0001409999],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001157442,0.000861941,0.09066293,0.0001897983,0.0002142391,0.00006579738,0.006570764,0.6876523,0.1563981,0.007389139,0.0439619,0.005917325],"study_design_scores_gemma":[0.0002656374,0.00003771491,0.00005186762,0.00002219552,0.0000342913,0.000001294014,0.0002148829,0.8793164,0.08893893,0.02991771,0.0009819056,0.0002171426],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5775737,0.00002820782,0.3993763,0.0004341963,0.001381663,0.0005184731,0.0001206798,0.0000604557,0.02050635],"genre_scores_gemma":[0.9932228,1.077429e-7,0.003237831,0.00003872386,0.00004375437,0.000007488092,0.000157615,0.00001506656,0.003276613],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4156492,"threshold_uncertainty_score":0.4798096,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01904696670832846,"score_gpt":0.2468950887909498,"score_spread":0.2278481220826213,"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."}}