{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00062858,0.000875534,0.0004696657,0.001843144,0.0008639807,0.004346718,0.001871909,0.001078932,0.239401],"category_scores_gemma":[0.002244558,0.0004708013,0.0006697793,0.002183374,0.0004383986,0.003027205,0.002559712,0.001160386,0.1263331],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001084693,"about_ca_system_score_gemma":0.0008939915,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001254434,"about_ca_topic_score_gemma":0.001605727,"domain_scores_codex":[0.999203,0.0001256991,0.00005270136,0.0001594973,0.0003757225,0.00008345881],"domain_scores_gemma":[0.9992293,0.0001262749,0.00004461224,0.0002085068,0.0002700812,0.0001212208],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001957379,0.00006618359,0.0004718687,0.0004817827,0.00001815826,0.0002037259,0.000567175,0.001154498,0.005913076,0.1249605,0.433897,0.4320702],"study_design_scores_gemma":[0.000009286407,0.00001937632,0.000143196,0.00006605336,0.000005555838,0.0002216196,0.00008844101,0.001085316,0.001263049,0.008893492,0.988196,0.000008529832],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004877368,0.003053499,0.1549089,0.001799843,0.001706478,0.0003457734,0.006669029,0.03061881,0.7960203],"genre_scores_gemma":[0.04666384,0.003888612,0.1239161,0.00097518,0.0004887241,0.0004800457,0.01295155,0.005464341,0.8051715],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.239401,"threshold_uncertainty_score":0,"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."}}