{"id":"W4410093086","doi":"10.1002/lary.32240","title":"Are Boot Camps an Effective Teaching Modality for Junior Otolaryngology Residents?","year":2025,"lang":"en","type":"article","venue":"The Laryngoscope","topic":"Hospital Admissions and Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; Dalhousie University","funders":"","keywords":"Boot camp; Otorhinolaryngology; Modality (human–computer interaction); Medical education; Medicine; Psychology; Computer science; Library science; Surgery; Operating system","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007730044,0.0001926381,0.0004387461,0.00009641469,0.000439373,0.00003371926,0.0002076421,0.0001281224,0.00005679538],"category_scores_gemma":[0.0009591127,0.0001170112,0.0001386294,0.0001419621,0.00009397999,0.0001187317,0.0001390211,0.0004206171,0.00002522658],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008258691,"about_ca_system_score_gemma":0.00007808743,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004418592,"about_ca_topic_score_gemma":0.0001873306,"domain_scores_codex":[0.99866,0.0002692747,0.0002497363,0.0003378285,0.0001392211,0.0003439515],"domain_scores_gemma":[0.9986472,0.000395394,0.0001123663,0.0006151527,0.00008345438,0.0001464688],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002126004,0.001067834,0.9218388,0.0009324621,0.0006342604,0.0001596067,0.001593489,0.00001297013,0.01090827,0.02328354,0.02235377,0.01508905],"study_design_scores_gemma":[0.001616393,0.0004029825,0.9811215,0.000265796,0.0002020594,0.00001901253,0.0003550616,0.0002108578,0.002517693,0.003877615,0.009274987,0.0001359808],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9799079,0.0004266712,0.0007260034,0.01247279,0.0003352183,0.001782184,0.0000218121,0.0001221586,0.004205203],"genre_scores_gemma":[0.9847044,0.00001203681,0.0006848066,0.006171962,0.0001697975,0.0002172401,0.00002087176,0.00002513709,0.00799374],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05928282,"threshold_uncertainty_score":0.4771579,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01573589526683307,"score_gpt":0.343420957982477,"score_spread":0.3276850627156439,"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."}}