{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001502725,0.0003359196,0.0005572684,0.0003783067,0.0006311304,0.000701523,0.0008686955,0.001063603,0.001510447],"category_scores_gemma":[0.0005322983,0.0002356568,0.0003807928,0.0003307545,0.0007118783,0.000550971,0.0004292467,0.0004357926,0.0001755383],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009714275,"about_ca_system_score_gemma":0.0007013839,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0147622,"about_ca_topic_score_gemma":0.006528064,"domain_scores_codex":[0.9999079,0.00001398511,0.000004445146,0.00001782473,0.00002041545,0.00003557554],"domain_scores_gemma":[0.9997298,0.00006597954,0.00005723078,0.00002677844,0.00003847246,0.00008169304],"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":[0.00009537632,0.000176069,0.005714942,0.00004355866,0.00004159334,0.0003171217,0.0001371353,0.9669582,0.01933839,0.0054175,0.0003655758,0.001394606],"study_design_scores_gemma":[0.00002298114,0.00004653799,0.0009980188,0.000003452252,0.000005213213,0.00001642759,0.00003964031,0.997282,0.0008628035,0.0005953633,0.000118262,0.000009168586],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9946066,0.00004538946,0.003183088,0.0001046087,0.00001033388,0.00001490718,0.000101203,0.00003977949,0.001894257],"genre_scores_gemma":[0.9970394,0.00006979027,0.001965806,0.00002313454,0.00000343815,0.00004216278,0.0001004777,0.00001591808,0.0007398581],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0147622,"threshold_uncertainty_score":0.02935255,"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."}}