{"id":"W2626268055","doi":"10.1186/s40463-017-0222-2","title":"Direct cost comparison of minimally invasive punch technique versus traditional approaches for percutaneous bone anchored hearing devices","year":2017,"lang":"en","type":"article","venue":"Journal of Otolaryngology - Head and Neck Surgery","topic":"Ear Surgery and Otitis Media","field":"Medicine","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Percutaneous; Medicine; Audiology; Computer science; Biomedical engineering; Radiology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002058654,0.0007198012,0.0008024334,0.002819845,0.0004476714,0.001444594,0.0009942675,0.0003838432,0.004855101],"category_scores_gemma":[0.01109289,0.0002730388,0.001958606,0.002411659,0.0006642564,0.0008955291,0.001137738,0.0006462868,0.0003121578],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009022014,"about_ca_system_score_gemma":0.002649562,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02705475,"about_ca_topic_score_gemma":0.04369909,"domain_scores_codex":[0.996016,0.0008098937,0.0003921413,0.0002416274,0.002246033,0.0002942927],"domain_scores_gemma":[0.994239,0.00210659,0.002025642,0.0001865758,0.001061609,0.0003805517],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0507955,0.003335321,0.4418646,0.005994596,0.005396611,0.0007063344,0.000767787,0.009115838,0.004595081,0.002701188,0.003309812,0.4714174],"study_design_scores_gemma":[0.00228808,0.03662365,0.9337937,0.0009946994,0.003134802,0.002431805,0.001791987,0.007114185,0.003362444,0.000701786,0.007575466,0.0001873739],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9894493,0.004622486,0.0008109874,0.0001678528,0.0000721955,0.0004018375,0.001501584,0.00001067232,0.002963019],"genre_scores_gemma":[0.9949374,0.001737219,0.001393034,0.00006333489,0.00005737529,0.0001919543,0.001021139,0.000008122761,0.0005902692],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02705475,"threshold_uncertainty_score":0.06545961,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1281130938704472,"score_gpt":0.3198949350564069,"score_spread":0.1917818411859597,"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."}}