{"id":"W2890167575","doi":"10.4193/rhin18.039","title":"Sinonasal inverted papilloma recurrence rates and evaluation of current staging systems","year":2018,"lang":"en","type":"article","venue":"Rhinology Journal","topic":"Head and Neck Surgical Oncology","field":"Medicine","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Paul's Hospital; University of British Columbia","funders":"","keywords":"Medicine; Staging system; Surgery; Statistical significance; Smoking history; Demographics; Inverted papilloma; Papilloma; Internal medicine; Demography; Cancer","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":[0.001388398,0.00009234388,0.0003387712,0.0001482173,0.00009821371,0.00001044566,0.00005613404,0.0001138968,0.0001793467],"category_scores_gemma":[0.0004151435,0.00006794008,0.00003784231,0.0001148834,0.0003071985,0.00007410447,0.00002984131,0.0003652095,0.00001871355],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007636259,"about_ca_system_score_gemma":0.0003746266,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007012824,"about_ca_topic_score_gemma":0.000002683172,"domain_scores_codex":[0.9985344,0.0004091024,0.0003904445,0.0001470507,0.0002925364,0.0002264293],"domain_scores_gemma":[0.9986988,0.0001373241,0.0002024524,0.0001012718,0.0007079794,0.000152131],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005474706,0.0003535232,0.5716284,0.0001489995,0.0002002758,0.00007307194,0.001033225,0.000004636053,0.01781935,0.00245327,0.003513114,0.4022247],"study_design_scores_gemma":[0.01048664,0.004316267,0.9088477,0.001198164,0.0005919895,0.006856094,0.00049848,0.03160293,0.004890074,0.002474331,0.02793408,0.00030327],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9902781,0.006519064,0.0001362259,0.0006527881,0.001258742,0.0001662741,0.000001921542,0.00001197998,0.0009749554],"genre_scores_gemma":[0.9986961,0.0006615705,0.00007530407,0.00007894065,0.0004522245,0.000003660578,0.000003164911,0.000005400046,0.00002362985],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4019214,"threshold_uncertainty_score":0.2770516,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1088980572868304,"score_gpt":0.407698866825186,"score_spread":0.2988008095383556,"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."}}