{"id":"W2481515071","doi":"10.1007/978-94-007-6098-1","title":"Micromechanics Modelling of Ductile Fracture","year":2013,"lang":"en","type":"book","venue":"Solid mechanics and its applications","topic":"Metal Forming Simulation Techniques","field":"Engineering","cited_by":37,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo; University of New Brunswick","funders":"","keywords":"Micromechanics; Fracture (geology); Materials science; Composite material","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00022272,0.0007949826,0.0009492394,0.0007197908,0.0003722126,0.0009861769,0.001744403,0.001161989,0.008105154],"category_scores_gemma":[0.0004778565,0.0007562739,0.0008067634,0.000721539,0.0007170556,0.0009207404,0.000669538,0.000829858,0.002177094],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004861627,"about_ca_system_score_gemma":0.0007491804,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004074737,"about_ca_topic_score_gemma":0.003426651,"domain_scores_codex":[0.9998312,0.00002212896,0.000008040271,0.00002370964,0.0001021104,0.00001285279],"domain_scores_gemma":[0.9998289,0.00006619376,0.00001801894,0.00003407093,0.00004330606,0.000009543312],"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":[0.00002206082,0.00003107952,0.0002320194,0.0001708968,0.00002551397,0.0001450266,0.00009489623,0.8848298,0.008066784,0.0465297,0.00478547,0.05506686],"study_design_scores_gemma":[0.000004638362,0.00001500016,0.0002606662,0.00002706151,0.00000707765,0.0001207133,0.00002185022,0.9626079,0.001585267,0.01894336,0.01639404,0.00001239926],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01634656,0.005646576,0.894553,0.000640524,0.000449871,0.00007018633,0.000409054,0.001460103,0.08042412],"genre_scores_gemma":[0.5286958,0.01417237,0.2553979,0.0003174317,0.0003885069,0.0003131963,0.001002616,0.001100781,0.1986115],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.008105154,"threshold_uncertainty_score":0.02711445,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01744162145207392,"score_gpt":0.2283167164786424,"score_spread":0.2108750950265685,"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."}}