{"id":"W3037324319","doi":"10.25011/cim.v43i2.33956","title":"Why USB-endoscope laryngoscopy is as effective as video laryngoscopy","year":2020,"lang":"en","type":"article","venue":"Clinical and investigative medicine","topic":"Airway Management and Intubation Techniques","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"USB; Laryngoscopy; Video laryngoscope; Endoscope; Medicine; Intubation; Significant difference; Anesthesia; Tracheal intubation; Surgery; Computer hardware; Computer science; Operating system; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006656558,0.0002711668,0.0006287154,0.0003775303,0.0001840896,0.001154401,0.0005213502,0.001587115,0.002201685],"category_scores_gemma":[0.03562016,0.0001800016,0.0005724879,0.000201346,0.001042545,0.00125441,0.0003421324,0.0005035789,0.0006375679],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003862228,"about_ca_system_score_gemma":0.0005236694,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003744863,"about_ca_topic_score_gemma":0.0004244616,"domain_scores_codex":[0.9952436,0.002012704,0.000415423,0.0003927276,0.001698583,0.0002369527],"domain_scores_gemma":[0.9701662,0.01953677,0.004844545,0.0009960465,0.0031789,0.001277446],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0228967,0.002412005,0.2454541,0.00705525,0.001343923,0.00196026,0.001393175,0.001032436,0.07566647,0.001449636,0.01054271,0.6287932],"study_design_scores_gemma":[0.001582639,0.07476121,0.7920868,0.003831936,0.002423536,0.01802984,0.003759074,0.004572029,0.06109343,0.002939667,0.03468811,0.0002317503],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9235557,0.05927356,0.003382522,0.008356391,0.001488924,0.0001198778,0.0000719569,0.00009976659,0.003651215],"genre_scores_gemma":[0.9855034,0.007291803,0.003722467,0.001819056,0.001027839,0.0000486129,0.00006632668,0.00003672046,0.0004837902],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006656558,"threshold_uncertainty_score":0.03520364,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1103804859361744,"score_gpt":0.3766762851067989,"score_spread":0.2662957991706245,"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."}}