{"id":"W3093023872","doi":"10.1016/j.chest.2021.03.060","title":"The Tricky Trachea","year":2021,"lang":"en","type":"article","venue":"CHEST Journal","topic":"Otitis Media and Relapsing Polychondritis","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Medicine; Inflammatory bowel disease; Bronchiectasis; Pulmonary function testing; Airway; Tracheitis; Disease; Internal medicine; Surgery; Bronchitis; Lung","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":[0.0001852057,0.00006404249,0.0001252578,0.00002587504,0.0003015481,0.00008453768,0.00005924615,0.00006367591,0.0002410894],"category_scores_gemma":[0.0003477762,0.00003772451,0.0001272713,0.0001348493,0.00007711531,0.00003621136,0.00001129618,0.0005428096,0.00008438611],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000416701,"about_ca_system_score_gemma":0.0002758979,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":7.123589e-7,"about_ca_topic_score_gemma":0.000003885186,"domain_scores_codex":[0.9992662,0.00003957344,0.000183165,0.00007906165,0.0002219953,0.0002100068],"domain_scores_gemma":[0.9993883,0.00009762954,0.00005120084,0.0001415149,0.0001065673,0.0002147476],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001130541,0.0004192425,0.01953004,0.000101713,0.0002815229,0.01113165,0.001532629,0.000001143461,0.0283624,0.0006516767,0.5263466,0.4115284],"study_design_scores_gemma":[0.001231653,0.00007744214,0.01768973,0.0001042083,0.0000749336,0.02602481,0.0004519789,0.00000968018,0.008809593,0.0003372493,0.9451265,0.00006219274],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5765147,0.09198216,0.001571848,0.148819,0.08155256,0.000257937,0.000004999171,0.0001292109,0.09916756],"genre_scores_gemma":[0.6618214,0.01583409,0.004200271,0.002074021,0.005887064,0.00000507078,0.000008334615,0.00005498177,0.3101148],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.41878,"threshold_uncertainty_score":0.263976,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01428148261228371,"score_gpt":0.2701941743715088,"score_spread":0.2559126917592251,"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."}}