{"id":"W1662397795","doi":"10.1080/17486025.2012.727036","title":"Complexity of frictional interfaces: a complex network perspective","year":2012,"lang":"en","type":"article","venue":"Geomechanics and Geoengineering","topic":"Adhesion, Friction, and Surface Interactions","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; University of Toronto","funders":"","keywords":"Scaling; Shear (geology); Slip (aerodynamics); Complex network; Perspective (graphical); Shear strength (soil); Void (composites); Scaling law","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":[0.000126043,0.0001614825,0.0002005993,0.00008766895,0.0001045342,0.00001585827,0.00006780874,0.00006392052,0.0001728768],"category_scores_gemma":[0.00001299623,0.0001714688,0.0000547586,0.0002005309,0.00001669157,0.0002099565,0.00003960306,0.0001667641,0.00001222419],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007636535,"about_ca_system_score_gemma":0.000005451984,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004323217,"about_ca_topic_score_gemma":0.00001664686,"domain_scores_codex":[0.9992108,0.000009345934,0.0002166983,0.0001126944,0.000111734,0.0003387119],"domain_scores_gemma":[0.999608,0.00004698169,0.00003132985,0.0001241248,0.00007664994,0.0001128702],"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":[0.00001623984,0.00008461897,0.0007606274,0.0001541398,0.0003032753,0.000001367208,0.002835721,0.7088183,0.008724234,0.2754991,0.002145596,0.0006568163],"study_design_scores_gemma":[0.0002882817,0.00006210544,0.007340652,0.00007118948,0.00004747126,0.00007212622,0.001946534,0.96702,0.001106914,0.006807104,0.01480442,0.0004331891],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5012535,0.003410384,0.489406,0.00008119846,0.002405765,0.0002169597,0.00006065279,0.000498529,0.002667072],"genre_scores_gemma":[0.9960164,0.0002422343,0.003415857,0.000009789703,0.0002342122,0.000009209967,0.000008952257,0.00002670455,0.00003660715],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.494763,"threshold_uncertainty_score":0.6992297,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03191629380822363,"score_gpt":0.2351424520536686,"score_spread":0.203226158245445,"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."}}