{"id":"W4413381704","doi":"10.2196/64009","title":"Single-Stage Versus 2-Stage Facial Reanimation With a Free Functional Muscle Flap: Protocol for a Systematic Review","year":2025,"lang":"en","type":"review","venue":"JMIR Research Protocols","topic":"Facial Nerve Paralysis Treatment and Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Stage (stratigraphy); Protocol (science); Medicine; Single stage; Systematic review; Physical medicine and rehabilitation; Computer science; Surgery; MEDLINE; Pathology; Alternative medicine; Engineering; Biology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.003893343,0.0009199304,0.004454315,0.001285786,0.0006085482,0.0003367512,0.0009430126,0.0006118635,0.0007733862],"category_scores_gemma":[0.003989103,0.0005492069,0.001359216,0.002587014,0.0003483969,0.000243303,0.0003711829,0.001517332,0.000325204],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001362192,"about_ca_system_score_gemma":0.004121194,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000171369,"about_ca_topic_score_gemma":0.0000449248,"domain_scores_codex":[0.9901281,0.002013982,0.001853387,0.00136688,0.003317342,0.001320326],"domain_scores_gemma":[0.9927087,0.001987926,0.0007448091,0.002270722,0.001831275,0.0004566039],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.003061032,0.001437763,0.00000103552,0.9389047,0.0006759861,0.00008479612,0.00001750309,1.855993e-7,0.000005405534,0.0002749532,0.02030274,0.03523387],"study_design_scores_gemma":[0.005658495,0.003230633,5.032809e-7,0.4837239,0.0003224023,0.000005699006,0.00001195607,0.000005600723,0.000007646127,0.000006204415,0.5067837,0.0002433118],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[1.313343e-8,0.07743791,0.00007149607,0.000231861,0.000009157859,0.9171197,0.0002913461,0.0001492765,0.004689271],"genre_scores_gemma":[6.077848e-9,0.0378182,0.0002916456,0.00003061536,0.0002683415,0.9038391,0.0006808676,0.0001293418,0.05694195],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.4864809,"threshold_uncertainty_score":0.999696,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5324120292394452,"score_gpt":0.6086714063521887,"score_spread":0.07625937711274355,"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."}}