{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006560417,0.001357471,0.008056704,0.009139138,0.0004842129,0.002069717,0.001805692,0.001578154,0.004387364],"category_scores_gemma":[0.03012995,0.0009658654,0.007766906,0.00825115,0.0008578941,0.002240827,0.001285441,0.0008089337,0.0003062215],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002712748,"about_ca_system_score_gemma":0.008356431,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006088074,"about_ca_topic_score_gemma":0.01925204,"domain_scores_codex":[0.9953843,0.001485884,0.001867097,0.0003526292,0.0007616856,0.0001484295],"domain_scores_gemma":[0.9721323,0.01984336,0.00514981,0.0003072945,0.002291167,0.0002760403],"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":[0.0001847964,0.00001110944,0.000476455,0.9731401,0.005841112,0.00004948876,0.00009390888,0.00004897975,0.0001025968,0.00005739528,0.0005340413,0.01945998],"study_design_scores_gemma":[0.000322973,0.0004183845,0.005228921,0.86917,0.1101805,0.0004193244,0.0002968406,0.0001016384,0.0003052777,0.0001562418,0.01335264,0.0000472131],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001259171,0.997842,0.000086414,0.0001102511,0.00005546675,0.0002274954,0.0002523364,0.00000727111,0.0001597172],"genre_scores_gemma":[0.0154038,0.9829189,0.0005589883,0.0002940818,0.00005384029,0.0004264647,0.0002236693,0.000005336552,0.0001150044],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.009139138,"threshold_uncertainty_score":0.03469521,"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."}}