{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001968251,0.0006762352,0.0004579391,0.002589995,0.0002672093,0.001259593,0.0005900245,0.0008984409,0.001743347],"category_scores_gemma":[0.009975019,0.0001844128,0.000526597,0.0007226976,0.0001700969,0.0005811465,0.0007678216,0.0006192145,0.0007517285],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006765827,"about_ca_system_score_gemma":0.0007187736,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00531464,"about_ca_topic_score_gemma":0.008031471,"domain_scores_codex":[0.9988878,0.0003627026,0.000148722,0.0002726039,0.0002303559,0.00009777287],"domain_scores_gemma":[0.9961334,0.002182203,0.0004630385,0.0001863107,0.0007759214,0.0002590963],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0006818895,0.0007837109,0.6228511,0.000522963,0.0004988354,0.0006940845,0.0003109325,0.02877361,0.004769313,0.0003452071,0.01271682,0.3270515],"study_design_scores_gemma":[0.0001062722,0.001439324,0.3846436,0.000403452,0.0003550188,0.0009765169,0.0007203107,0.5964634,0.006320875,0.002259211,0.006229583,0.00008230056],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9180794,0.001759276,0.0582703,0.002521116,0.0002463996,0.0007546644,0.01079508,0.002263543,0.005310311],"genre_scores_gemma":[0.9450901,0.0004080879,0.04528565,0.0003978203,0.0001163414,0.0003192012,0.007373815,0.00002807555,0.0009808957],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00531464,"threshold_uncertainty_score":0.01056743,"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."}}