{"id":"W2948417719","doi":"10.12688/f1000research.18544.1","title":"Recent advances in laryngoscopy in adults","year":2019,"lang":"en","type":"preprint","venue":"F1000Research","topic":"Airway Management and Intubation Techniques","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto General Hospital; University of Toronto","funders":"","keywords":"Laryngoscopy; Intensive care medicine; Medicine; Intubation; Tracheal intubation; Intensive care unit; Medical emergency; Anesthesia","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":[0.0009187537,0.0001955282,0.0004310816,0.001095159,0.00001525509,0.0000293651,0.0003580343,0.0002819841,0.003598657],"category_scores_gemma":[0.0002996567,0.0001836231,0.00006552983,0.0004866628,0.00006428619,0.0001459505,0.0008313624,0.001408043,0.0002805716],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003573819,"about_ca_system_score_gemma":0.0002520055,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001536506,"about_ca_topic_score_gemma":0.0002391537,"domain_scores_codex":[0.9977783,0.0001325248,0.0004302088,0.0005443265,0.0006946998,0.0004199421],"domain_scores_gemma":[0.9989468,0.00007549984,0.00007418126,0.0006411974,0.0001803389,0.00008199347],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001548834,0.0006021889,0.1852206,0.003922167,0.00002581635,0.00004357195,0.0005924668,0.0001651792,0.00004686652,0.001049269,0.07031336,0.7364696],"study_design_scores_gemma":[0.001939338,0.001206647,0.0593032,0.005026951,0.000008396725,4.139339e-7,0.0002460823,0.005006086,0.001706688,0.003326432,0.9219049,0.0003248407],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"review","genre_scores_codex":[0.2885627,0.04616966,0.0002950928,0.008598782,0.0005301454,0.006979728,0.00002765767,0.0003402469,0.648496],"genre_scores_gemma":[0.1894829,0.7658749,0.0008752727,0.0001935274,0.000253555,0.0008288195,0.0005347547,0.00008727703,0.04186899],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.8515916,"threshold_uncertainty_score":0.9973122,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03486618194126043,"score_gpt":0.3937075121101037,"score_spread":0.3588413301688433,"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."}}