{"id":"W4390732086","doi":"10.1097/moo.0000000000000946","title":"Editorial introductions","year":2024,"lang":"en","type":"article","venue":"Current Opinion in Otolaryngology & Head & Neck Surgery","topic":"Medical and Biological Sciences","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Internship; Medicine; Otorhinolaryngology; Head and neck; Head and neck surgery; Library science; Surgery; Medical education","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007999166,0.0001658784,0.0004361417,0.000269863,0.00007225968,0.00002322939,0.000107501,0.0002375824,0.0007644719],"category_scores_gemma":[0.0009194579,0.0001087356,0.0001935242,0.0007762128,0.0003358137,0.0001176532,0.00007116259,0.0007386649,0.0003174096],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006253922,"about_ca_system_score_gemma":0.0003036833,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003078604,"about_ca_topic_score_gemma":0.000003855595,"domain_scores_codex":[0.9980261,0.0001386316,0.0004879092,0.0005523449,0.0003404369,0.0004546073],"domain_scores_gemma":[0.9988053,0.0006596533,0.00003846884,0.0001929256,0.00005271091,0.000250916],"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":[0.0000738707,0.0002802883,0.139042,0.0003714511,0.00001345816,0.000006338087,0.00002810673,4.226773e-7,0.0003183176,0.001018075,0.8298745,0.02897324],"study_design_scores_gemma":[0.0001718055,0.0001085088,0.1874913,0.0006994525,0.000008611867,0.0000791013,0.000007671884,0.0001067473,0.00001035402,0.000860217,0.8103457,0.000110453],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.3498013,0.01182431,0.00004429724,0.01088461,0.6267995,0.0002493512,0.000008800487,0.0001801155,0.0002076572],"genre_scores_gemma":[0.3945467,0.007863539,0.0001055181,0.0003760213,0.5963578,0.0001984456,0.0003306939,0.00002140344,0.0001998456],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.04844939,"threshold_uncertainty_score":0.8370432,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06371237230290458,"score_gpt":0.3593221292705495,"score_spread":0.2956097569676449,"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."}}