{"id":"W4247924210","doi":"10.4018/9781609601027.ch013","title":"iVAS","year":2011,"lang":"en","type":"book-chapter","venue":"IGI Global eBooks","topic":"Data Visualization and Analytics","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Materials 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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00006868186,0.0002588558,0.0002470968,0.00005555583,0.00006069128,0.0001705169,0.001212294,0.0002120236,0.0001022472],"category_scores_gemma":[0.000008191602,0.0002512023,0.0001359848,0.00001938649,0.00005618628,0.00009322471,0.0004842001,0.0001295408,0.001561969],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006664875,"about_ca_system_score_gemma":0.0001502536,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000197165,"about_ca_topic_score_gemma":0.00001685784,"domain_scores_codex":[0.9987838,0.000008661266,0.0002562699,0.0004318877,0.0003055073,0.0002139202],"domain_scores_gemma":[0.998709,0.000008458211,0.0001565925,0.000878167,0.00009464825,0.0001531623],"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":[8.925304e-7,0.000004320711,0.00000192621,0.000007455616,0.00002726434,0.00003508221,0.00002364066,1.856159e-7,4.91421e-7,0.9734876,0.01742928,0.008981879],"study_design_scores_gemma":[0.00007765786,0.00002572942,0.000003346786,0.00004409111,0.00001615438,0.00001682351,4.494094e-7,0.0001773447,0.00001231882,0.6011449,0.3982449,0.0002362857],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[2.592802e-7,0.00007888712,0.1095952,0.00003231305,0.0004039209,0.00007655012,0.00006154984,0.0002253897,0.8895259],"genre_scores_gemma":[0.006267051,0.000016325,0.006029406,0.003244593,0.000304871,0.000003422815,0.00001735248,0.00004026006,0.9840767],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3808156,"threshold_uncertainty_score":0.999994,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03903417294552776,"score_gpt":0.2765210721208016,"score_spread":0.2374868991752738,"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."}}