{"id":"W2274739296","doi":"10.1088/0953-8984/27/32/325103","title":"Theory of fracture formation in a heterogeneous fibrillar membrane","year":2015,"lang":"en","type":"article","venue":"Journal of Physics Condensed Matter","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"Ballard Power Systems","keywords":"Fracture (geology); Bundle; Selection (genetic algorithm); Fiber bundle; Function (biology); Biological system; Computer science; Materials science; Statistical physics; Mathematics; Mechanics; Composite material; Physics; Artificial intelligence; Biology","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":[0.0007794303,0.0005171854,0.00074179,0.00128197,0.0007774353,0.001167365,0.001836731,0.002106138,0.00291513],"category_scores_gemma":[0.001318841,0.0003497082,0.0007753748,0.0006267566,0.001719678,0.001508895,0.001046973,0.001028724,0.0006057766],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001352633,"about_ca_system_score_gemma":0.0006595838,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002062187,"about_ca_topic_score_gemma":0.001067733,"domain_scores_codex":[0.999721,0.00005932579,0.00001095754,0.00004024472,0.0001193864,0.00004909288],"domain_scores_gemma":[0.9995346,0.0001888471,0.00006535525,0.00005539391,0.00008749178,0.00006841671],"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":[0.00001730906,0.00002746104,0.0003624237,0.00006901756,0.000025478,0.0002417903,0.00008063901,0.2585597,0.004122639,0.731884,0.0015788,0.003030717],"study_design_scores_gemma":[0.00001010286,0.00002379397,0.0002699457,0.00001228072,0.000004739834,0.00009790841,0.00002097593,0.8042553,0.0002996944,0.1938711,0.001116708,0.00001748618],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1151701,0.002892671,0.8405692,0.003465186,0.000263067,0.00008172115,0.0004511042,0.0003056087,0.03680133],"genre_scores_gemma":[0.9333483,0.002295452,0.04128148,0.0005635602,0.0003066793,0.0002772803,0.000261972,0.0001238425,0.02154141],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00291513,"threshold_uncertainty_score":0.009814143,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01265835392045616,"score_gpt":0.2059223640296751,"score_spread":0.1932640101092189,"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."}}