{"id":"W4385856650","doi":"10.1097/prs.0000000000010997","title":"Improvement of 1-Stage Comprehensive Operation Technique for Blepharophimosis-Ptosis-Epicanthus Inversus Syndrome","year":2023,"lang":"en","type":"article","venue":"Plastic & Reconstructive Surgery","topic":"Facial Rejuvenation and Surgery Techniques","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Ptosis; Blepharophimosis; Eyelid; Palpebral fissure; Surgery; Canthus; Orbicularis oculi muscle","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004352983,0.0002425113,0.000760309,0.0007947584,0.0001101707,0.00001699164,0.00007040356,0.0001651738,0.0002055158],"category_scores_gemma":[0.001103778,0.0002321526,0.0003141822,0.0005997429,0.0002510451,0.0001415163,0.0000474231,0.0001658535,0.00002181727],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000148575,"about_ca_system_score_gemma":0.0003564691,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003817881,"about_ca_topic_score_gemma":0.000004422813,"domain_scores_codex":[0.9981694,0.00005361034,0.00070497,0.0003948465,0.0003229056,0.0003542652],"domain_scores_gemma":[0.9962031,0.002654546,0.0002750677,0.0002432468,0.0004741896,0.0001498272],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001477839,0.0002818475,0.03558414,0.001040076,0.0006252956,0.0001686635,0.0002035318,0.00004517019,0.8933514,0.002387958,0.009065842,0.05576827],"study_design_scores_gemma":[0.001574334,0.0009275545,0.03902178,0.0008092492,0.000174916,0.0002368598,0.0008794959,0.001605149,0.9418524,0.0006147259,0.01166168,0.0006418361],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9762903,0.00003285778,0.01921225,0.0003832285,0.001153402,0.001780369,0.0003543886,0.0003400156,0.0004531166],"genre_scores_gemma":[0.9961884,0.0001223927,0.00224184,0.0002053046,0.00003185133,0.000760982,0.00021335,0.00004040082,0.0001955005],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05512643,"threshold_uncertainty_score":0.9466909,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04328559686673653,"score_gpt":0.2964510288967337,"score_spread":0.2531654320299972,"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."}}