{"id":"W2626608951","doi":"10.1080/17434440.2017.1343142","title":"Evaluation of NinePoint Medical’s Nvision VLE device for gastrointestinal applications","year":2017,"lang":"en","type":"review","venue":"Expert Review of Medical Devices","topic":"Esophageal Cancer Research and Treatment","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; St. Michael's Hospital","funders":"","keywords":"Computer science; Medicine","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":["metaresearch","metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01078966,0.0004569879,0.003523098,0.0001835631,0.0001087479,0.00001425522,0.001062913,0.000324713,0.003347909],"category_scores_gemma":[0.01322506,0.0002828953,0.001107857,0.0002572876,0.0003359912,0.00007215969,0.0002339536,0.0005197693,0.00005431367],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002871765,"about_ca_system_score_gemma":0.007333485,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001216489,"about_ca_topic_score_gemma":0.00004383202,"domain_scores_codex":[0.988573,0.0005646085,0.001966442,0.0006296599,0.007875546,0.0003907483],"domain_scores_gemma":[0.9935812,0.0009789945,0.001604062,0.001237089,0.001711848,0.0008867577],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000009209579,0.000284762,0.00000651819,0.2371024,0.000230989,0.00001745748,0.000005852241,4.937822e-9,7.097007e-8,0.0000661718,0.004303881,0.7579727],"study_design_scores_gemma":[0.0007229949,0.0003486479,0.000008981879,0.392858,0.001902186,0.0002402936,0.000005313476,0.00005441407,0.000002817155,0.00002030041,0.603733,0.0001029862],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[2.815489e-7,0.9886883,0.0006179565,0.002799545,0.0001009894,0.006620828,0.00006742404,0.00002284417,0.001081851],"genre_scores_gemma":[0.000010605,0.9902833,0.002589958,0.0005183347,0.0007301908,0.005064345,0.0006897739,0.00005089662,0.00006261271],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7578697,"threshold_uncertainty_score":0.9999623,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2314790670779522,"score_gpt":0.5690914783890216,"score_spread":0.3376124113110694,"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."}}