{"id":"W2013078634","doi":"10.1209/0295-5075/98/48003","title":"Network configurations of dynamic friction patterns","year":2012,"lang":"en","type":"article","venue":"Europhysics Letters (EPL)","topic":"Theoretical and Computational Physics","field":"Physics and Astronomy","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Universality (dynamical systems); Power law; Shear (geology); Friction coefficient; Dynamical friction; Control theory (sociology); Modularity (biology); Nucleation; Flow (mathematics)","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":[0.00004789375,0.0001401368,0.0001528577,0.00001945162,0.0001016825,0.00002008107,0.0001177686,0.00001428872,0.0001355919],"category_scores_gemma":[0.000001387821,0.0001373562,0.0001114662,0.0001730573,0.00006365551,0.0001809193,0.00003931245,0.0001387434,0.0001246759],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001210449,"about_ca_system_score_gemma":0.00001049922,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001623869,"about_ca_topic_score_gemma":6.4955e-8,"domain_scores_codex":[0.9991549,0.00006092803,0.0002032496,0.0001393763,0.0001653949,0.0002761069],"domain_scores_gemma":[0.9994825,0.00008899033,0.0001215748,0.0001852202,0.00004931049,0.00007244771],"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":[0.000012459,0.0002646358,0.01188125,0.00001372387,0.00008551687,4.395551e-7,0.0003378001,0.005256372,0.03012768,0.942867,0.001145809,0.008007317],"study_design_scores_gemma":[0.001934495,0.0002406862,0.3470834,0.0001669777,0.0004268681,0.000002683066,0.0004089739,0.0154118,0.01572657,0.6109155,0.005861755,0.001820295],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6950479,0.00001028583,0.3002971,0.0003307996,0.000379961,0.00009359763,0.00005101442,0.00002982771,0.003759555],"genre_scores_gemma":[0.997547,3.923609e-7,0.0004966539,0.0005166242,0.001236552,0.0000102836,0.0001227907,0.00002377751,0.00004592226],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3352021,"threshold_uncertainty_score":0.5601224,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00541270141760393,"score_gpt":0.206282395064214,"score_spread":0.20086969364661,"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."}}