{"id":"W6969612822","doi":"10.5683/sp3/bpv5hj","title":"VP on VPs v2a","year":2025,"lang":"en","type":"dataset","venue":"Borealis","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Object (grammar); MEDLINE; Virtual patient; Virtual reality","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009140035,0.003991556,0.001568505,0.002482756,0.0007873819,0.002529144,0.002625602,0.002300026,0.1196349],"category_scores_gemma":[0.005956742,0.0007725172,0.001842701,0.002722739,0.0004635084,0.001779918,0.003196775,0.001901935,0.1702107],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001386241,"about_ca_system_score_gemma":0.001486872,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02477182,"about_ca_topic_score_gemma":0.05207958,"domain_scores_codex":[0.9990288,0.0002097302,0.00009476508,0.0002853863,0.0002070407,0.0001743356],"domain_scores_gemma":[0.9981756,0.0005187581,0.000137126,0.000569901,0.0003431269,0.0002554922],"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":[0.00009904412,0.00001900312,0.0003844912,0.0004233819,0.00002107681,0.0000262387,0.00002011215,0.000222127,0.00008830917,0.0001957408,0.9951991,0.003301299],"study_design_scores_gemma":[0.0003833947,0.00006625013,0.00356313,0.0006796407,0.00004512815,0.000251834,0.0001520628,0.001754536,0.000987798,0.002747751,0.9893098,0.00005872297],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.0003472212,0.0001922357,0.0002857866,0.0001500582,0.00009845385,0.00004452971,0.9907996,0.005351067,0.002731002],"genre_scores_gemma":[0.00147227,0.0001218932,0.0006295261,0.0001294787,0.00002491336,0.00008384964,0.9957071,0.0004394824,0.001391449],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.8803651,"threshold_uncertainty_score":0.4002184,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01799778984167036,"score_gpt":0.2948096288570967,"score_spread":0.2768118390154264,"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."}}