{"id":"W2807009419","doi":"","title":"Special Issue for SCPDE11 Preface","year":2012,"lang":"en","type":"article","venue":"HKBU Institutional Repository (Hong Kong Baptist University)","topic":"Polymer composites and self-healing","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Computer science","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.0001956099,0.0002024452,0.0002133481,0.0001614357,0.001398313,0.0001041075,0.0003874253,0.0001242257,0.0002485458],"category_scores_gemma":[0.00003344136,0.0002243562,0.0001415372,0.0002143711,0.0002968263,0.0009465042,0.0001395813,0.0001253416,0.0002166219],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003883205,"about_ca_system_score_gemma":0.0002453465,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001377002,"about_ca_topic_score_gemma":0.00001087688,"domain_scores_codex":[0.9984762,0.00007000371,0.0002272445,0.0003614271,0.0003381998,0.0005269038],"domain_scores_gemma":[0.9991027,0.00009937528,0.0001314186,0.0002630489,0.0001227005,0.0002807633],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007913589,0.0008040105,0.02066765,0.0002317537,0.0001372824,0.0003411917,0.001017557,0.003525908,0.6690683,0.2763168,0.02541008,0.001688106],"study_design_scores_gemma":[0.0007020328,0.00006673113,0.005605778,0.0000640768,0.00007953588,0.0001492086,0.0001571159,0.0003514714,0.08283909,0.00003898926,0.9095564,0.000389536],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7407377,0.0004296958,0.01740947,0.000214635,0.012606,0.0005736903,0.0001282811,0.0003213081,0.2275792],"genre_scores_gemma":[0.9595956,0.00001168909,0.007972093,0.0000903159,0.01253186,0.000003776151,0.00003555029,0.00002059991,0.01973856],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8841463,"threshold_uncertainty_score":0.9999017,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01414340575198071,"score_gpt":0.2123255390921856,"score_spread":0.1981821333402049,"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."}}