{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005227976,0.002451543,0.001935386,0.005678643,0.002671057,0.00787484,0.002964683,0.005151799,0.2381184],"category_scores_gemma":[0.04382157,0.0007915202,0.002113858,0.001949711,0.001346856,0.004575836,0.002489303,0.006104365,0.1520113],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002533609,"about_ca_system_score_gemma":0.004797862,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009203816,"about_ca_topic_score_gemma":0.001892128,"domain_scores_codex":[0.9937899,0.000913716,0.0007722032,0.0008950925,0.003060123,0.0005689294],"domain_scores_gemma":[0.9593737,0.006523693,0.002846201,0.001575359,0.02353837,0.006142626],"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":[0.00001663509,0.000007530118,0.0000216081,0.0001874534,0.000003530605,0.00005200045,0.00001461798,0.00001525242,0.00003960515,0.0002887301,0.9872255,0.01212755],"study_design_scores_gemma":[0.00001769335,0.00001659863,0.00009472063,0.0003854426,0.00000785901,0.0001595303,0.00004283365,0.00003156898,0.00006170046,0.0008256801,0.998345,0.00001130086],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00007904661,0.005192684,0.0003577566,0.02636202,0.9515458,0.00008934255,0.0004242922,0.0003233707,0.01562579],"genre_scores_gemma":[0.001326189,0.008882487,0.0007427568,0.02661288,0.8893516,0.0001506599,0.0009635226,0.0003651168,0.07160477],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.2381184,"threshold_uncertainty_score":0.7965854,"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."}}