{"id":"W3021511216","doi":"10.1186/s40463-020-00420-x","title":"Clinical evidence based review and systematic scientific review in the identification of malignant transformation of inverted papilloma","year":2020,"lang":"en","type":"review","venue":"Journal of Otolaryngology - Head and Neck Surgery","topic":"Head and Neck Surgical Oncology","field":"Medicine","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Malignancy; Inverted papilloma; Malignant transformation; Biopsy; Magnetic resonance imaging; Radiology; Biomarker; Clinical significance; Clinical Practice; Pathology; Papilloma","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":[0.005598342,0.001543206,0.006828397,0.01192312,0.0007122824,0.00283032,0.002166524,0.002308871,0.007671812],"category_scores_gemma":[0.0298437,0.0007366054,0.005550246,0.01089072,0.000750383,0.00266141,0.001485796,0.00136453,0.0006009738],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003139203,"about_ca_system_score_gemma":0.01082519,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004874314,"about_ca_topic_score_gemma":0.01149946,"domain_scores_codex":[0.9943342,0.001648875,0.002210004,0.0004209097,0.001195785,0.0001902858],"domain_scores_gemma":[0.9783966,0.01476594,0.003858178,0.0002855357,0.002443937,0.0002497939],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001236957,0.0000132764,0.0004304085,0.9426727,0.00316808,0.0001311356,0.00009877578,0.00006140718,0.0001097047,0.0002716434,0.002858732,0.05006056],"study_design_scores_gemma":[0.0001748465,0.0001232793,0.00267744,0.9200814,0.03617317,0.0006509788,0.0001810106,0.00008368284,0.0001536535,0.0005348344,0.03913204,0.00003361788],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002601032,0.9983693,0.0001077528,0.0002840857,0.0001784912,0.0002134692,0.0002207815,0.000006175209,0.0003598805],"genre_scores_gemma":[0.003828656,0.994701,0.000371688,0.0004272141,0.0001210229,0.0002896496,0.0001572913,0.000002568445,0.0001009858],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01192312,"threshold_uncertainty_score":0.02960718,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1185415018239642,"score_gpt":0.3950203260814359,"score_spread":0.2764788242574717,"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."}}