{"id":"W2998814526","doi":"10.11124/jbisrir-d-19-00259","title":"Prognostic biomarkers for malignant transformation of oral potentially malignant disorders","year":2020,"lang":"en","type":"article","venue":"The JBI Database of Systematic Reviews and Implementation Reports","topic":"Oral Health Pathology and Treatment","field":"Dentistry","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Malignant transformation; Cancer; Data extraction; Intensive care medicine; Oncology; MEDLINE; Pathology; Internal 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01072222,0.001113431,0.003932412,0.01759222,0.000792717,0.003626936,0.001528322,0.002044976,0.005429008],"category_scores_gemma":[0.05917221,0.0005293006,0.004381873,0.01159088,0.001046966,0.002556414,0.0017247,0.001033594,0.0007606583],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00211972,"about_ca_system_score_gemma":0.008572864,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003039144,"about_ca_topic_score_gemma":0.004153166,"domain_scores_codex":[0.9917509,0.00231134,0.003584921,0.0005683211,0.001550387,0.000234077],"domain_scores_gemma":[0.9512981,0.03562235,0.008292411,0.000789408,0.003769821,0.0002279144],"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":[0.0003821129,0.00004821153,0.005465493,0.6999462,0.004257622,0.0003675862,0.000601717,0.0003271099,0.0003035181,0.002591716,0.007922728,0.2777859],"study_design_scores_gemma":[0.00007669543,0.0001550882,0.009887842,0.8806873,0.0194866,0.001086917,0.000511556,0.0001758857,0.000336768,0.001973901,0.08557042,0.00005100711],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001661434,0.9933493,0.0006472334,0.0008390989,0.0003111372,0.0005879136,0.00129657,0.00001543939,0.001291931],"genre_scores_gemma":[0.01809723,0.9758826,0.002207175,0.0006353626,0.0003177648,0.0009663951,0.001522572,0.00001029159,0.0003606326],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01759222,"threshold_uncertainty_score":0.05670518,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0754129358733806,"score_gpt":0.3822748573322842,"score_spread":0.3068619214589036,"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."}}