{"id":"W4398183191","doi":"10.1002/ohn.822","title":"Improving Operating Room Efficiency in Otolaryngology–Head and Neck Surgery: A Scoping Review","year":2024,"lang":"en","type":"review","venue":"Otolaryngology","topic":"Healthcare Operations and Scheduling Optimization","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"London Health Sciences Centre; Western University; Saint John Regional Hospital; Dalhousie University","funders":"","keywords":"Otorhinolaryngology; Head and neck surgery; Medicine; Head and neck; General surgery; Head (geology); Medical physics; Surgery; Geology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.003978725,0.0007190123,0.004000434,0.0008435509,0.0008629111,0.000058856,0.0003160814,0.001457514,0.0002364012],"category_scores_gemma":[0.002629433,0.0005893609,0.0003152895,0.001339337,0.00009000224,0.0002209742,0.0004405065,0.003126454,0.0003955383],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003653408,"about_ca_system_score_gemma":0.004856735,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006747763,"about_ca_topic_score_gemma":0.001374805,"domain_scores_codex":[0.990575,0.003593975,0.003136502,0.001295594,0.0002072342,0.001191724],"domain_scores_gemma":[0.9962014,0.001927993,0.0007384984,0.0006904986,0.0001888783,0.000252757],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.000003613786,0.00005649876,0.001564207,0.8102024,0.00004949798,0.0002299996,0.0003968216,0.000005712484,6.47452e-7,0.0005968104,0.0007086329,0.1861852],"study_design_scores_gemma":[0.0002324188,0.00007994533,0.0001027383,0.9183919,0.0004524543,0.0002171752,0.00003418336,0.001744484,4.329459e-8,0.000009278659,0.07808125,0.0006541152],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0006903557,0.9890447,0.0003524998,0.0006306026,0.001309405,0.007201925,0.00003601857,0.0001868169,0.000547636],"genre_scores_gemma":[0.00003392735,0.9921743,0.002426171,0.001522787,0.0003620432,0.002680243,0.0003720616,0.000155201,0.0002732193],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.185531,"threshold_uncertainty_score":0.9998388,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09917392874205298,"score_gpt":0.4532408368059953,"score_spread":0.3540669080639423,"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."}}