{"id":"W4387949291","doi":"10.1055/a-2198-1352","title":"Concepts, Terminology, and Innovations in Follicular Unit Excision Hair Restoration Surgery","year":2023,"lang":"en","type":"article","venue":"Facial Plastic Surgery","topic":"Hair Growth and Disorders","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mediprobe Research (Canada); University of Toronto","funders":"","keywords":"Terminology; Medicine; Hair transplantation; Scalp; Surgery","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":[],"consensus_categories":[],"category_scores_codex":[0.0004388905,0.0001348059,0.0003647625,0.0009878307,0.00009222045,0.00001839052,0.00002652089,0.0001611697,0.00005734318],"category_scores_gemma":[0.005790144,0.0001320907,0.00006537055,0.001409907,0.0001269737,0.0001348705,0.00003053937,0.000153544,0.0001280818],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002766001,"about_ca_system_score_gemma":0.0002979924,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001084426,"about_ca_topic_score_gemma":0.0001227319,"domain_scores_codex":[0.9987652,0.00006569047,0.0004155955,0.0002456846,0.0002024113,0.0003054137],"domain_scores_gemma":[0.9963932,0.003217185,0.00006924866,0.0001422993,0.000074421,0.0001036509],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001561454,0.00005083012,0.9697412,0.00005890237,0.00001429747,0.0002652341,0.0001684515,0.00002849896,0.0006742932,0.0001878512,0.01644521,0.01220913],"study_design_scores_gemma":[0.0004612494,0.00002805455,0.9845091,0.0001290571,0.00001576207,0.00001916629,0.000397478,0.0005669696,0.00008855919,0.0001985938,0.01343155,0.0001544336],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976227,0.00009756169,0.0002266483,0.0005656702,0.0009707842,0.0001585916,0.00001626496,0.0001513653,0.0001904664],"genre_scores_gemma":[0.9989791,0.00008243042,0.00001573957,0.0001934886,0.0001196382,0.00003288043,0.0004255745,0.00001584792,0.0001353026],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01476797,"threshold_uncertainty_score":0.6931762,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05490540890870776,"score_gpt":0.307052026152699,"score_spread":0.2521466172439912,"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."}}