{"id":"W2295787707","doi":"10.4317/medoral.21104","title":"Efficacy of light based detection systems for early detection of oral cancer and oral potentially malignant disorders: Systematic review","year":2016,"lang":"en","type":"review","venue":"Medicina oral, patología oral y cirugía bucal","topic":"Oral Health Pathology and Treatment","field":"Dentistry","cited_by":97,"is_retracted":false,"has_abstract":true,"ca_institutions":"Horizon College and Seminary","funders":"","keywords":"Medicine; Leukoplakia; Autofluorescence; Malignancy; Basal cell; Clinical trial; Dermatology; Cancer; Oncology; Internal medicine; Pathology","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":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.002193136,0.001161364,0.007819033,0.0005574846,0.0002692555,0.00003254529,0.0005255721,0.0013473,0.00006243939],"category_scores_gemma":[0.0007171548,0.0007449094,0.001099482,0.0006727087,0.0004668052,0.0001944033,0.0001241649,0.0006228653,0.00006927219],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004056218,"about_ca_system_score_gemma":0.0005558251,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001408495,"about_ca_topic_score_gemma":0.001114599,"domain_scores_codex":[0.9912575,0.002161621,0.003616884,0.001231729,0.0007747257,0.0009575318],"domain_scores_gemma":[0.993991,0.0008043926,0.003341907,0.001074789,0.0004219699,0.0003659842],"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":[0.0002714702,0.0003721527,0.0003049042,0.7414207,0.0006881418,0.0001101,0.00002474029,3.297524e-7,0.00001890566,0.00004345077,0.0001660283,0.2565791],"study_design_scores_gemma":[0.007342179,0.003906903,0.0004417757,0.8891911,0.02540664,0.0008123268,0.00005267698,0.00009905956,0.0002403668,0.00007148788,0.07101375,0.001421719],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0023989,0.9796325,0.003402305,0.000146229,0.00329015,0.0104826,0.0004996436,0.0001329159,0.00001475947],"genre_scores_gemma":[0.07303683,0.9233841,0.0001442164,0.00007443412,0.0001397394,0.002713056,0.0001269227,0.0001580681,0.0002226803],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.2551574,"threshold_uncertainty_score":0.9999492,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04113335277389529,"score_gpt":0.3608956565873447,"score_spread":0.3197623038134494,"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."}}