{"id":"W2329587041","doi":"10.1177/0003489414526848","title":"Laryngeal Papillomatosis Associated Dysplasia in the Adult Population","year":2014,"lang":"en","type":"article","venue":"Annals of Otology Rhinology & Laryngology","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Dysplasia; Papillomatosis; Population; Larynx; Papilloma; Dermatology; Pathology; Surgery","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007302922,0.0002222728,0.001054804,0.0002811975,0.000103917,0.000002810154,0.0002500064,0.000588876,0.0000976477],"category_scores_gemma":[0.001371374,0.0001629613,0.0001490578,0.0003207298,0.0004549555,0.00005907283,0.00007279087,0.0004817875,0.00005077401],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001857166,"about_ca_system_score_gemma":0.00004654424,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000593071,"about_ca_topic_score_gemma":0.001674464,"domain_scores_codex":[0.997409,0.0008245262,0.0006146285,0.0003814219,0.0001530084,0.0006174577],"domain_scores_gemma":[0.9983019,0.0007328597,0.000258157,0.0004264168,0.0002206781,0.00006005011],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002807909,0.0003578711,0.968205,0.00004925409,0.0002314426,0.00007994781,0.0008198834,0.000002465478,0.0005292411,0.02083556,0.006449756,0.002158787],"study_design_scores_gemma":[0.001596613,0.001619077,0.9902484,0.00004797724,0.00007995854,0.0003162196,0.0001409894,0.0001220315,0.0004509335,0.002152791,0.003097932,0.0001270384],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9511467,0.0006268419,0.00001035426,0.03900149,0.0002428428,0.0003310175,0.000007846338,0.00005699618,0.0085759],"genre_scores_gemma":[0.9826206,0.0005526475,0.00006906309,0.01643658,0.00006963463,0.00007690892,0.00006642592,0.00001511168,0.00009301827],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0314739,"threshold_uncertainty_score":0.6645367,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03516890968105035,"score_gpt":0.3231468086946588,"score_spread":0.2879778990136084,"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."}}