{"id":"W2065208191","doi":"10.2310/7070.2005.4093","title":"Flap Retraction in Major Head and Neck Surgery","year":2006,"lang":"en","type":"article","venue":"The Journal of Otolaryngology","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Head and neck; Surgery; Head and neck surgery; Head (geology); Otorhinolaryngology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"not_applicable","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"design_other","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001182111,0.0003041035,0.0002839488,0.0006522152,0.0004889894,0.0005889873,0.0003806532,0.000639468,0.005900968],"category_scores_gemma":[0.006226524,0.0001317391,0.0004615337,0.0007238066,0.0007508351,0.0008517588,0.0005482636,0.00109494,0.0003491256],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004148657,"about_ca_system_score_gemma":0.0008009677,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007234794,"about_ca_topic_score_gemma":0.001375589,"domain_scores_codex":[0.9995024,0.0001896472,0.00007323233,0.00003593013,0.00005347267,0.0001452018],"domain_scores_gemma":[0.9982468,0.0009525168,0.0003821648,0.00008511967,0.00006967442,0.0002638752],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.007096106,0.001635103,0.5148068,0.001296164,0.0001664435,0.03427171,0.00145215,0.0007134413,0.003533433,0.003182913,0.009840118,0.4220057],"study_design_scores_gemma":[0.0001958508,0.00557751,0.8481956,0.000737767,0.0001603653,0.1196152,0.004412785,0.0005287891,0.001493609,0.002152553,0.0168839,0.00004609228],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9544045,0.02943114,0.000281531,0.001910436,0.0006679724,0.00003750534,0.0001366561,0.00001636522,0.01311382],"genre_scores_gemma":[0.9867648,0.01034126,0.0002498185,0.000375542,0.000439131,0.00001987608,0.00009669427,0.000006229666,0.00170663],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005900968,"threshold_uncertainty_score":0.01974076,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02063352877135544,"score_gpt":0.2856432834106806,"score_spread":0.2650097546393252,"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."}}