{"id":"W4321502254","doi":"10.3138/jvme-2022-0127","title":"Evaluation of an Equine Nasogastric Intubation Model for Training Veterinary Students","year":2023,"lang":"en","type":"article","venue":"Journal of Veterinary Medical Education","topic":"Veterinary Practice and Education Studies","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Intubation; Medical education; Clinical Practice; Veterinary medicine; Nursing; Surgery","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0132139,0.0001541446,0.0003801853,0.0005443426,0.0003542174,0.00001267715,0.0003646507,0.0001830109,0.0003240691],"category_scores_gemma":[0.00689927,0.0001388407,0.0001109877,0.000502539,0.00005944914,0.000846334,0.0001134142,0.0004266068,0.00002198712],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003343249,"about_ca_system_score_gemma":0.00555865,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001086226,"about_ca_topic_score_gemma":0.000003020522,"domain_scores_codex":[0.9950546,0.001105197,0.001285429,0.0001982803,0.002031514,0.0003249608],"domain_scores_gemma":[0.9951866,0.0007009564,0.001258448,0.000229368,0.002341352,0.0002832781],"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":[0.002465734,0.002861249,0.002285307,0.001045618,0.0003948034,0.00001676685,0.08046139,0.001774274,0.01286029,0.0001559879,0.01934015,0.8763384],"study_design_scores_gemma":[0.0158121,0.04915705,0.1199747,0.004458288,0.001950618,0.00114946,0.2088211,0.5501727,0.00005277911,0.00926867,0.03825098,0.0009315342],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9916572,0.0001628657,0.001587901,0.002099207,0.003563794,0.0006477981,0.000008636043,0.00003003053,0.0002425752],"genre_scores_gemma":[0.9953039,0.0003014293,0.002229739,0.0003327862,0.001164174,0.0002829039,0.00006856798,0.00002791731,0.0002885264],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8754069,"threshold_uncertainty_score":0.9860807,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7983957371618499,"score_gpt":0.6673609738679194,"score_spread":0.1310347632939305,"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."}}