{"id":"W642681624","doi":"10.18907/jjsre.34.special_s110","title":"ISY-5 Airway foreign body(Airway forein body in English)","year":2012,"lang":"en","type":"article","venue":"Kikanshigaku","topic":"Foreign Body Medical Cases","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto General Hospital; University of Toronto; University Health Network","funders":"","keywords":"Airway; Foreign body; Medicine; Anesthesia; 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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001084822,0.0004654237,0.0007699443,0.0003947505,0.0001072652,0.00003283589,0.0003081352,0.0004245969,0.002756566],"category_scores_gemma":[0.002039382,0.0003948444,0.0002762886,0.0006811444,0.0003232105,0.0005070225,0.0001469214,0.0008814055,0.0007005545],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002926521,"about_ca_system_score_gemma":0.0001740145,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001290624,"about_ca_topic_score_gemma":0.00003949114,"domain_scores_codex":[0.9961994,0.0001257205,0.0007494863,0.0005371379,0.0009389974,0.001449228],"domain_scores_gemma":[0.9974761,0.0003494435,0.0001374342,0.0008507972,0.0001652733,0.001020931],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001504165,0.003912436,0.6766445,0.001066529,0.0002640217,0.001335385,0.005550795,0.000009218958,0.005879843,0.1457306,0.1476998,0.01040275],"study_design_scores_gemma":[0.02602015,0.004146044,0.3833039,0.001867551,0.0008362259,0.001086402,0.005805382,0.001413706,0.08080433,0.007892574,0.483818,0.00300577],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7264941,0.00193192,0.0001832541,0.0006805028,0.0008699257,0.001022508,0.00003158194,0.0004313324,0.2683549],"genre_scores_gemma":[0.9907289,0.00006257589,0.000936802,0.001662755,0.002432374,0.0001440429,0.0001408564,0.0001159082,0.003775845],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3361182,"threshold_uncertainty_score":0.9998503,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0201298993177393,"score_gpt":0.2736253837548537,"score_spread":0.2534954844371144,"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."}}