{"id":"W4403054708","doi":"10.58931/cait.2021.1320","title":"An Update on Select Topics in Chronic Rhinosinusitis With Nasal Polyps","year":2021,"lang":"en","type":"article","venue":"Canadian allergy & immunology today.","topic":"Sinusitis and nasal conditions","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; McMaster University Medical Centre","funders":"","keywords":"Chronic rhinosinusitis; Nasal polyps; Medicine; Dermatology; Internal medicine","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00005919324,0.0002023696,0.0003230353,0.0003639579,0.0001590539,0.00002793542,0.0001368569,0.0002453311,0.002250484],"category_scores_gemma":[0.00002774218,0.0002035503,0.00005696069,0.0004598848,0.0001369667,0.00009388181,0.00001605909,0.0004930652,0.0001444295],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001091574,"about_ca_system_score_gemma":0.003764158,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.0339016,"about_ca_topic_score_gemma":0.7015554,"domain_scores_codex":[0.9985344,0.0001047205,0.0002126985,0.0004113164,0.0001119596,0.000624901],"domain_scores_gemma":[0.9989473,0.00002544358,0.00004021332,0.0005315467,0.000120422,0.0003351351],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00299104,0.002474943,0.1627213,0.0001911118,0.006869764,0.1700537,0.004193072,0.0009227007,0.1530414,0.2617265,0.09148563,0.1433288],"study_design_scores_gemma":[0.003337906,0.001773942,0.8396146,0.0001961153,0.00003945231,0.001806592,0.0001837378,0.00008062617,0.00521031,0.00008031639,0.1472633,0.0004130975],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9828641,0.002158374,0.000009420673,0.005526455,0.0002599529,0.0001562821,0.00005203163,0.000052294,0.008921074],"genre_scores_gemma":[0.9906694,0.0001895372,0.0001504753,0.005896324,0.0002237092,0.00002563633,0.000535782,0.00003922865,0.002269915],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6768934,"threshold_uncertainty_score":0.9986616,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007549838083565593,"score_gpt":0.2366504291917641,"score_spread":0.2291005911081985,"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."}}