{"id":"W4381047108","doi":"10.1111/anae.16057","title":"Are we there yet? The long journey of videolaryngoscopy into the mainstream","year":2023,"lang":"en","type":"letter","venue":"Anaesthesia","topic":"Airway Management and Intubation Techniques","field":"Medicine","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Infection and Immunity","funders":"National Institute for Health and Care Research","keywords":"Medicine; Senior registrar; Intensive care unit; University hospital; Mainstream; Library science; Family medicine; Internal medicine; Law","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":[0.0004772027,0.0003162317,0.0004803466,0.0002079857,0.0001773721,0.00005371626,0.0006540339,0.0004153297,0.0005699552],"category_scores_gemma":[0.00009923612,0.0001611297,0.0003068403,0.0004199883,0.0002617204,0.00007884865,0.0001167064,0.00130296,0.0001590962],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006384826,"about_ca_system_score_gemma":0.00006871997,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002401104,"about_ca_topic_score_gemma":0.00008632852,"domain_scores_codex":[0.9982281,0.000166131,0.0004325234,0.0002970198,0.000581838,0.0002943297],"domain_scores_gemma":[0.998031,0.0001369674,0.0006008636,0.001057306,0.0001382134,0.00003565192],"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":[0.00001347179,0.0000158364,0.002813273,0.0002189114,0.0001521495,0.0000942016,0.0003554522,4.047559e-7,0.000002179879,0.0001786854,0.9662417,0.0299138],"study_design_scores_gemma":[0.0001504647,0.0004829678,0.006132557,0.0009984974,0.0002841128,0.000003649589,0.0004977631,0.00002766122,0.0003527422,0.001681666,0.9892159,0.0001720962],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.007297871,0.001944401,0.0001199183,0.9785013,0.0001506015,0.0008693518,0.000004672042,0.0002705179,0.01084136],"genre_scores_gemma":[0.02489064,0.05264653,0.0002436672,0.7274159,0.003990434,0.0003397395,0.0002886902,0.0003783674,0.189806],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.2510854,"threshold_uncertainty_score":0.6570677,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03546022948439728,"score_gpt":0.2939210372224926,"score_spread":0.2584608077380953,"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."}}