{"id":"W4304892862","doi":"10.1002/lary.30432","title":"Developing an Artificial Intelligence Tool to Predict Vocal Cord Pathology in Primary Care Settings","year":2022,"lang":"en","type":"article","venue":"The Laryngoscope","topic":"Voice and Speech Disorders","field":"Medicine","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Health Services; University of Calgary","funders":"","keywords":"Medicine; Prospective cohort study; Vocal cord paralysis; Head and neck; Audiology; Spasmodic dysphonia; Laryngeal Diseases; Voice Disorder; Larynx; Pathology; Paralysis; Surgery","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004422357,0.0001387015,0.0002547088,0.0001216747,0.0002736326,0.00002361826,0.0002929621,0.00005151695,0.0001792081],"category_scores_gemma":[0.000087777,0.0001135264,0.00004363052,0.0004789161,0.00007398469,0.00007385898,0.0003032706,0.0004494601,0.0000498499],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002516816,"about_ca_system_score_gemma":0.0003935233,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009885091,"about_ca_topic_score_gemma":0.0001813156,"domain_scores_codex":[0.9985464,0.0001607219,0.0003100405,0.000323921,0.0002994362,0.0003594931],"domain_scores_gemma":[0.9994332,0.00005418328,0.00004600103,0.0003495727,0.00004636563,0.0000706462],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.003964743,0.0006117682,0.02917406,0.0004168258,0.00007097557,0.001552783,0.05385098,0.001007176,0.02360735,0.007484082,0.002410124,0.8758491],"study_design_scores_gemma":[0.004140466,0.01915631,0.5051357,0.001129938,0.0004811474,0.002017368,0.2228958,0.004217253,0.03376896,0.01224981,0.1914148,0.003392483],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9881704,0.0002520896,0.001612274,0.00769914,0.0002191031,0.0007199661,0.00001852655,0.00007686464,0.001231596],"genre_scores_gemma":[0.9792058,0.00001982529,0.003081054,0.01712483,0.0001326099,0.0001595829,0.0001357453,0.00002987985,0.0001106785],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8724567,"threshold_uncertainty_score":0.4629472,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03040806774047468,"score_gpt":0.3014909697482965,"score_spread":0.2710829020078218,"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."}}