{"id":"W4411156068","doi":"10.3390/curroncol32060338","title":"Artificial Intelligence in Laryngeal Cancer Detection: A Systematic Review and Meta-Analysis","year":2025,"lang":"en","type":"review","venue":"Current Oncology","topic":"Artificial Intelligence in Healthcare and Education","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Meta-analysis; Diagnostic odds ratio; Triage; Cochrane Library; MEDLINE; Systematic review; Odds ratio; Artificial intelligence; Pathology; Computer science; Emergency medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01051522,0.002306755,0.01275262,0.005501366,0.0005858603,0.002925901,0.001850488,0.002005055,0.004275788],"category_scores_gemma":[0.02929042,0.00108284,0.02322771,0.006152338,0.0005856518,0.001565459,0.001153997,0.001536372,0.000281811],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00238333,"about_ca_system_score_gemma":0.003659516,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006065079,"about_ca_topic_score_gemma":0.01412458,"domain_scores_codex":[0.9944016,0.002670818,0.001532151,0.000463775,0.0007399503,0.0001916836],"domain_scores_gemma":[0.9809861,0.01536244,0.001982378,0.0003308198,0.001185357,0.0001529823],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.001061178,0.0000328095,0.001982963,0.7414116,0.2261477,0.00009515236,0.0000708907,0.0004903413,0.0001538819,0.0001725586,0.0009159982,0.02746499],"study_design_scores_gemma":[0.0004731781,0.0002882022,0.003610349,0.1134488,0.8769526,0.0001588147,0.00006209676,0.0003495938,0.0001639444,0.0003508195,0.004108689,0.00003301361],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001228214,0.9978411,0.0002809904,0.0001286597,0.00006386205,0.0001475715,0.0001603469,0.00001064447,0.0001385475],"genre_scores_gemma":[0.04336592,0.9535969,0.001421555,0.0004482711,0.0001567822,0.0005202082,0.0003210388,0.00001113162,0.000158213],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01275262,"threshold_uncertainty_score":0.05561048,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6565968689995316,"score_gpt":0.6168352306032099,"score_spread":0.03976163839632174,"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."}}