{"id":"W4249212414","doi":"10.1017/cbo9781139003582","title":"Modeling Materials","year":2011,"lang":"en","type":"book","venue":"Cambridge University Press eBooks","topic":"Composite Material Mechanics","field":"Engineering","cited_by":258,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Statistical mechanics; Graduate students; Continuum mechanics; Statistical physics; Computer science; Theoretical physics; Mechanics; Physics; Sociology","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":[0.0004579616,0.001209664,0.0006957892,0.0008776313,0.0007790831,0.002740467,0.002317004,0.002047874,0.03130573],"category_scores_gemma":[0.001074547,0.000553962,0.001253319,0.0009672596,0.0008086236,0.002865018,0.001718516,0.001272782,0.009197612],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009225123,"about_ca_system_score_gemma":0.0008685283,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00211976,"about_ca_topic_score_gemma":0.002558439,"domain_scores_codex":[0.9996611,0.00007316396,0.00001630438,0.00007634114,0.0001444976,0.00002852252],"domain_scores_gemma":[0.9998094,0.00007211885,0.0000130171,0.00004767965,0.00004583786,0.00001195114],"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":[0.00003463148,0.00004926315,0.0004263458,0.0007997919,0.00007184431,0.0001840709,0.0002212379,0.1895601,0.004147114,0.6257452,0.05466316,0.1240972],"study_design_scores_gemma":[0.00001448485,0.000025335,0.0001984671,0.0001900085,0.00002570601,0.000272088,0.00008611145,0.2358786,0.002163911,0.2326736,0.5284451,0.00002660667],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.007013216,0.01297593,0.6857551,0.003696089,0.00124509,0.0002854511,0.00349275,0.00297388,0.2825625],"genre_scores_gemma":[0.1520858,0.02136112,0.4896029,0.001154626,0.0006210939,0.001208838,0.008410973,0.001754335,0.3238004],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.03130573,"threshold_uncertainty_score":0.1047281,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02075498738784112,"score_gpt":0.1665944963701297,"score_spread":0.1458395089822886,"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."}}