{"id":"W1975603324","doi":"10.4028/www.scientific.net/msf.519-521.85","title":"Heterogeneity in Plastic Deformation","year":2006,"lang":"en","type":"article","venue":"Materials science forum","topic":"Metal Forming Simulation Techniques","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"University of Illinois at Urbana-Champaign","keywords":"Materials science; Severe plastic deformation; Composite material; Deformation (meteorology); Forensic engineering; Alloy","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":[0.0004398503,0.000285711,0.0006811688,0.0008499597,0.000584108,0.001363236,0.0009408695,0.0009641566,0.005353316],"category_scores_gemma":[0.003177245,0.000450558,0.0004563735,0.0006085432,0.001012394,0.002369453,0.001058536,0.0008669845,0.0003824567],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005945819,"about_ca_system_score_gemma":0.0002450744,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006674321,"about_ca_topic_score_gemma":0.0005513771,"domain_scores_codex":[0.9997507,0.00004202061,0.000008263105,0.00007474693,0.00006564982,0.00005867927],"domain_scores_gemma":[0.9989707,0.0004744121,0.00008753654,0.0002550629,0.00009156662,0.0001206923],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003509006,0.0002151086,0.008262963,0.0001923105,0.00009926143,0.0005601042,0.0003504641,0.3268425,0.03906268,0.5844803,0.003549423,0.03603403],"study_design_scores_gemma":[0.0000405491,0.00007321014,0.0112854,0.00001663546,0.00003510404,0.0003174982,0.0001629495,0.7592394,0.009554888,0.2153122,0.003909804,0.0000522167],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8238996,0.00120712,0.1195803,0.001898574,0.0002470441,0.00005688575,0.0003454282,0.0006904797,0.05207463],"genre_scores_gemma":[0.9957389,0.0001075153,0.001422431,0.00005810031,0.00004273582,0.00001098577,0.00005610134,0.00006955084,0.00249366],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005353316,"threshold_uncertainty_score":0.01790857,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007927991510437845,"score_gpt":0.2309515514629146,"score_spread":0.2230235599524767,"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."}}