{"id":"W3092408429","doi":"10.1016/j.nic.2020.08.003","title":"Machine Learning Applications for Head and Neck Imaging","year":2020,"lang":"en","type":"review","venue":"Neuroimaging Clinics of North America","topic":"Radiomics and Machine Learning in Medical Imaging","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":false,"ca_institutions":"Jewish General Hospital; Royal Victoria Hospital; McGill University; Centre Hospitalier de l’Université de Montréal; Polytechnique Montréal; Royal Victoria Regional Health Centre; McGill University Health Centre","funders":"Fonds de Recherche du Québec - Santé; Fondation de l'Association des radiologistes du Québec; Fondation de l’Ordre des dentistes du Québec","keywords":"Medicine; Head and neck; Deep learning; Medical physics; Software deployment; Focus (optics); Artificial intelligence; Radiology; Computer science; Surgery; Software engineering","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0009898433,0.0008905898,0.001349037,0.003062766,0.0002359639,0.001240811,0.001027892,0.001340685,0.006683643],"category_scores_gemma":[0.002858355,0.0003001106,0.000846408,0.003146803,0.0005416225,0.001480147,0.0007651413,0.002051866,0.002907824],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006903994,"about_ca_system_score_gemma":0.001348055,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002020031,"about_ca_topic_score_gemma":0.003930616,"domain_scores_codex":[0.9997283,0.00006335392,0.00004020059,0.00005606212,0.00009031549,0.00002176346],"domain_scores_gemma":[0.99843,0.001003743,0.0001555115,0.00003776271,0.0003234937,0.000049507],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002374838,0.00003988264,0.0002383316,0.007686797,0.00007704659,0.00009496581,0.00002095264,0.0004568982,0.0004437368,0.002619819,0.02700457,0.9612933],"study_design_scores_gemma":[0.00002738545,0.0001192557,0.00233315,0.009985724,0.0002877701,0.001734622,0.00006867258,0.001094356,0.0008622244,0.005661213,0.9777728,0.00005283397],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001296635,0.9965513,0.0007395361,0.0004612063,0.0002564311,0.000008440323,0.00004429221,0.00002331677,0.001785761],"genre_scores_gemma":[0.001610515,0.9945124,0.001424157,0.0005720152,0.0005407619,0.00001193913,0.0001012227,0.000007267099,0.001219642],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.006683643,"threshold_uncertainty_score":0.02235901,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03535763682467698,"score_gpt":0.3790114622391419,"score_spread":0.343653825414465,"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."}}