{"id":"W4402454048","doi":"10.37766/inplasy2024.9.0049","title":"Comparison of Robot-Assisted and Conventional Neck Dissection in Head and Neck Cancer: A Systematic Review and Meta-Analysis","year":2024,"lang":"en","type":"review","venue":"","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Head and neck cancer; Meta-analysis; Head and neck; Dissection (medical); Neck dissection; Medicine; Computer science; Cancer; Surgery; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.006822365,0.001866066,0.01401979,0.004204066,0.000444259,0.002153254,0.001473323,0.001558764,0.003830647],"category_scores_gemma":[0.01466019,0.0009036009,0.02253809,0.005018885,0.0004566523,0.001176188,0.0008309797,0.001205332,0.0002138639],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00202592,"about_ca_system_score_gemma":0.002624622,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005523704,"about_ca_topic_score_gemma":0.0146642,"domain_scores_codex":[0.9965675,0.001415116,0.001042922,0.000379799,0.0004575828,0.0001369616],"domain_scores_gemma":[0.9936796,0.004557501,0.001056217,0.0001557955,0.0004647217,0.00008602975],"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":[0.001781971,0.00002856457,0.001769754,0.7058785,0.2691455,0.0001120624,0.00006750869,0.0004348927,0.0002373294,0.0001428666,0.0007943021,0.01960681],"study_design_scores_gemma":[0.000942793,0.0003195777,0.004418887,0.05835327,0.9315779,0.0001377309,0.00006301614,0.0002168134,0.000169895,0.0001964677,0.003577992,0.00002582328],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002583146,0.9964257,0.0002115705,0.00008204647,0.00007731257,0.0002054001,0.0002561856,0.00001223043,0.0001463828],"genre_scores_gemma":[0.07864814,0.9173844,0.001450695,0.0005102476,0.0001659688,0.001038145,0.0004797041,0.00001520483,0.0003074346],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01401979,"threshold_uncertainty_score":0.03608054,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2160303296356207,"score_gpt":0.480553737750151,"score_spread":0.2645234081145303,"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."}}