{"id":"W2269818420","doi":"10.1155/2015/971406","title":"Web-Based Learning for Emergency Airway Management in Anesthesia Residency Training","year":2015,"lang":"en","type":"article","venue":"Anesthesiology Research and Practice","topic":"Simulation-Based Education in Healthcare","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Joseph’s Healthcare Hamilton; McMaster University","funders":"McMaster University","keywords":"Medicine; Likert scale; Curriculum; Retention rate; Test (biology); Airway management; Residency training; Medical education; Airway; Anesthesia; Emergency medicine; Psychology; Continuing education; Computer science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00238343,0.0003392119,0.0002300237,0.0003366513,0.0002028848,0.0005059832,0.0005644721,0.000368704,0.01441773],"category_scores_gemma":[0.005733862,0.0001144358,0.0003026382,0.0002502727,0.000157169,0.0005872776,0.0009186573,0.0004797523,0.00321204],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002495681,"about_ca_system_score_gemma":0.0009777974,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001929543,"about_ca_topic_score_gemma":0.0005029569,"domain_scores_codex":[0.9993379,0.0003908666,0.00003155301,0.00004035787,0.0001271681,0.00007220275],"domain_scores_gemma":[0.9974006,0.001502223,0.0002490743,0.0001393805,0.0001701498,0.0005385894],"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":[0.0006086326,0.009486868,0.03567201,0.001086293,0.00003315625,0.0002984859,0.000820609,0.002265634,0.005959352,0.0007797845,0.01186377,0.9311255],"study_design_scores_gemma":[0.002528773,0.05913651,0.567605,0.008249782,0.0003039452,0.01006888,0.003933845,0.05141646,0.04019852,0.01290922,0.2433055,0.0003435563],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9041134,0.002184064,0.04268198,0.004494068,0.0002567848,0.003551683,0.0007763235,0.001962001,0.0399797],"genre_scores_gemma":[0.8054082,0.002571827,0.1763836,0.001362984,0.000243118,0.002770941,0.0007955455,0.0000660798,0.01039776],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01441773,"threshold_uncertainty_score":0.04823214,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.30315866940994,"score_gpt":0.502971729689019,"score_spread":0.199813060279079,"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."}}