{"id":"W2014197758","doi":"10.1186/1916-0216-42-1","title":"<i>Journal of Otolaryngology Head &amp; Neck Surgery</i> – An ‘Open’ Letter to Our Authors and Readers","year":2013,"lang":"en","type":"article","venue":"Journal of Otolaryngology - Head and Neck Surgery","topic":"Healthcare Systems and Technology","field":"Business, Management and Accounting","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Head and neck surgery; Otorhinolaryngology; Medicine; General surgery; Head (geology); Head and neck; Surgery; Geology","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.003793124,0.0004576011,0.002061948,0.001881527,0.0003103129,0.0003630119,0.0005721557,0.0006902143,0.0001417698],"category_scores_gemma":[0.0009817694,0.0003750237,0.0002945076,0.0006534766,0.0001786112,0.002874561,0.0003519513,0.00115018,0.00009313791],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005040056,"about_ca_system_score_gemma":0.0002639585,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002301881,"about_ca_topic_score_gemma":0.0007871877,"domain_scores_codex":[0.9956502,0.0003154676,0.002265778,0.0004637403,0.0003828045,0.0009220032],"domain_scores_gemma":[0.9958318,0.0004861503,0.002055429,0.0004352448,0.0008965555,0.0002948388],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003726806,0.0002689194,0.8222364,0.0004796438,0.0001894247,0.0007617684,0.0001935848,0.000002416681,0.00185695,0.0003994379,0.1633691,0.009869738],"study_design_scores_gemma":[0.0008564818,0.0002766324,0.7265112,0.0005874909,0.0000795352,0.003850433,0.0002227162,0.0000212313,0.00004225504,0.0009934827,0.2661292,0.0004294005],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9580047,0.0008171415,0.0001242215,0.0377254,0.002669086,0.0004423143,0.000002419646,0.00004002308,0.000174734],"genre_scores_gemma":[0.9800694,0.0002451947,0.0009299401,0.01570317,0.00283792,0.00001890656,0.000008601546,0.00007031129,0.0001165747],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1027601,"threshold_uncertainty_score":0.9998702,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04549568856102425,"score_gpt":0.2905071966967453,"score_spread":0.245011508135721,"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."}}