{"id":"W4386525336","doi":"10.3390/jcm12185831","title":"Image-Based Artificial Intelligence Technology for Diagnosing Middle Ear Diseases: A Systematic Review","year":2023,"lang":"en","type":"review","venue":"Journal of Clinical Medicine","topic":"Retinal Imaging and Analysis","field":"Medicine","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"College of Medicine, Hanyang University; Hanyang University","keywords":"Medicine; Middle ear; Artificial intelligence; Anatomy","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":[0.003966727,0.00131999,0.005502191,0.01213554,0.0005734434,0.002100596,0.001830896,0.001491928,0.00511852],"category_scores_gemma":[0.01683067,0.0006995148,0.004947953,0.01105829,0.0007794274,0.001957596,0.001137171,0.0009283911,0.000469177],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002203636,"about_ca_system_score_gemma":0.006847195,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005957752,"about_ca_topic_score_gemma":0.01551675,"domain_scores_codex":[0.9971763,0.0007266718,0.001058668,0.0002200764,0.0007254991,0.00009273808],"domain_scores_gemma":[0.9853056,0.01097441,0.001898941,0.0002045629,0.001452372,0.0001641497],"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":[0.0001341775,0.00003454407,0.0007548052,0.8464628,0.004203452,0.0001082762,0.0001208439,0.000129161,0.0001895183,0.0002661133,0.002477794,0.1451184],"study_design_scores_gemma":[0.0001767873,0.0002826266,0.006124647,0.8973891,0.05100963,0.0008902946,0.0002557588,0.0002444309,0.0003564623,0.0004919,0.04271698,0.00006154941],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002428536,0.999299,0.00007929924,0.00007906718,0.0000374617,0.00006748935,0.00006721027,0.000004041001,0.0001234366],"genre_scores_gemma":[0.002637545,0.9967043,0.0003287576,0.000106898,0.00002905585,0.00009021172,0.00005770957,0.000001825318,0.00004370461],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01213554,"threshold_uncertainty_score":0.02097833,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3461409251542161,"score_gpt":0.5573198949978438,"score_spread":0.2111789698436278,"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."}}