{"id":"W2978867108","doi":"10.1002/lary.28309","title":"Live porcine model for surgical training in tracheostomy and open‐airway surgery","year":2019,"lang":"en","type":"article","venue":"The Laryngoscope","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"SickKids Foundation; Hospital for Sick Children; University of Toronto","funders":"","keywords":"Medicine; Costal cartilage; Interquartile range; Surgery; Thyroid cartilage; Face validity; Airway; Cartilage; Larynx; Anatomy","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":[0.001067079,0.0001306411,0.0004718577,0.00006912756,0.00006000786,0.00003652089,0.0001049546,0.00008120311,0.0004055733],"category_scores_gemma":[0.0001021174,0.0000851631,0.00008085959,0.0001562851,0.00005031052,0.0001298323,0.00006755537,0.0001950418,0.0000319985],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002111197,"about_ca_system_score_gemma":0.0001166723,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003549063,"about_ca_topic_score_gemma":0.00002160739,"domain_scores_codex":[0.9989886,0.00005537282,0.0002815717,0.0002549857,0.0001389946,0.0002804288],"domain_scores_gemma":[0.9984903,0.001123941,0.00005721978,0.0001811648,0.0000341938,0.0001131698],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.01837744,0.001162412,0.4237066,0.0008203423,0.0005246011,0.0005981041,0.05146575,0.009430337,0.0009217212,0.02873209,0.00184828,0.4624123],"study_design_scores_gemma":[0.02994602,0.0003926425,0.0561717,0.0006446627,0.0001322149,0.0001903696,0.00266305,0.8744684,0.0002222304,0.002096014,0.03250348,0.0005692389],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9783722,0.0003239376,0.000128208,0.002485942,0.00007100406,0.0009376595,0.000006416933,0.00003463099,0.01763998],"genre_scores_gemma":[0.9957165,0.00004018806,0.0002650379,0.0009992721,0.00007614554,0.00004469762,0.00003018336,0.00002483346,0.002803179],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.865038,"threshold_uncertainty_score":0.4440744,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08013690863725634,"score_gpt":0.3325580143101867,"score_spread":0.2524211056729304,"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."}}