{"id":"W4322719112","doi":"10.1097/moo.0000000000000861","title":"Editorial introductions","year":2023,"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":"Medicine; Internship; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005283706,0.00245951,0.001951589,0.005743013,0.002652343,0.007852712,0.002990585,0.005129491,0.234871],"category_scores_gemma":[0.04394491,0.0007933152,0.002110035,0.001972681,0.001353692,0.004585919,0.002508241,0.00609975,0.1492905],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002525274,"about_ca_system_score_gemma":0.004817665,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000920392,"about_ca_topic_score_gemma":0.001884907,"domain_scores_codex":[0.9937726,0.0009146425,0.0007765543,0.0008972383,0.003067336,0.0005716775],"domain_scores_gemma":[0.9591764,0.006632378,0.002842933,0.001594833,0.02361201,0.006141497],"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":[0.00001676809,0.00000754243,0.00002179804,0.0001939448,0.000003610149,0.00005191959,0.000014835,0.00001559179,0.00004028602,0.0002918362,0.9868463,0.01249563],"study_design_scores_gemma":[0.0000174312,0.00001646787,0.00009476082,0.0003935548,0.000007879436,0.000159638,0.00004240359,0.00003134975,0.00006149608,0.0008219982,0.9983419,0.00001125567],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00007951001,0.005381099,0.0003644275,0.02609147,0.9518691,0.00008917649,0.0004302913,0.0003234236,0.01537152],"genre_scores_gemma":[0.001330992,0.009202728,0.0007547855,0.02646859,0.8907639,0.0001523531,0.0009842545,0.0003670848,0.06997525],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.234871,"threshold_uncertainty_score":0.7857216,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08151124333995155,"score_gpt":0.3628553537415002,"score_spread":0.2813441104015486,"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."}}