{"id":"W2003599283","doi":"10.2310/7070.2002.10785","title":"Use of Skin Staplers in Head and Neck Surgery: Prospective Clinical Study","year":2002,"lang":"en","type":"article","venue":"The Journal of Otolaryngology","topic":"Surgical Sutures and Adhesives","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Surgery; Head and neck; Wound closure; Prospective cohort study; Head and neck surgery; Wound healing; Otorhinolaryngology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.001628941,0.0004298197,0.0008328069,0.0002436695,0.0003818004,0.0004497911,0.0002547365,0.0006551195,0.002852833],"category_scores_gemma":[0.00354219,0.0003468022,0.0005557484,0.0004228607,0.0008055104,0.0004884311,0.0002720117,0.0006398918,0.0003146008],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002442282,"about_ca_system_score_gemma":0.0007346538,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002534206,"about_ca_topic_score_gemma":0.0006483807,"domain_scores_codex":[0.998909,0.0004357237,0.0001510419,0.0001547837,0.0002266138,0.0001229499],"domain_scores_gemma":[0.9965127,0.00156865,0.001026169,0.0001410024,0.0001425058,0.0006090121],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.2129445,0.01418584,0.7134786,0.001137088,0.001081632,0.00117511,0.000311724,0.0005110502,0.005349752,0.000114063,0.0004970611,0.04921358],"study_design_scores_gemma":[0.05423195,0.3731229,0.5626562,0.0002285343,0.001024934,0.003641489,0.0004996125,0.0006028115,0.001668731,0.0001196072,0.002140473,0.0000625895],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998701,0.0008104148,0.00005895696,0.00002025933,0.00001161567,0.0001655493,0.000048384,0.000001643357,0.0001819754],"genre_scores_gemma":[0.998044,0.0007682873,0.0003519296,0.0001126896,0.00006683623,0.0003301852,0.0001803039,0.00000122248,0.0001445654],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002852833,"threshold_uncertainty_score":0.009543657,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08965461033083018,"score_gpt":0.3390938741220929,"score_spread":0.2494392637912627,"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."}}