{"id":"W4293175727","doi":"10.1097/gox.0000000000004486","title":"Surgical Microtia Reconstruction in Hemifacial Microsomia Patients: Current State and Future Directions","year":2022,"lang":"en","type":"article","venue":"Plastic & Reconstructive Surgery Global Open","topic":"Reconstructive Facial Surgery Techniques","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Université de Montréal","funders":"","keywords":"Microtia; Medicine; Hemifacial microsomia; Population; MEDLINE; Craniofacial; 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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007178014,0.0005120871,0.00122947,0.0005128414,0.0005184795,0.0001560231,0.0002596434,0.0001281911,0.001236021],"category_scores_gemma":[0.000355111,0.0005440273,0.0002715145,0.001337118,0.0005809208,0.0006492391,0.0007043682,0.0008710271,0.00002356737],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001522994,"about_ca_system_score_gemma":0.0007644399,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003770231,"about_ca_topic_score_gemma":0.0001397106,"domain_scores_codex":[0.996073,0.0005353671,0.001126936,0.001087397,0.000454926,0.0007223888],"domain_scores_gemma":[0.9978098,0.0007311087,0.0004764794,0.0003306333,0.0002907898,0.0003611878],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001053694,0.0002172859,0.5904405,0.0000256859,0.00006853138,0.00005613179,0.00004473999,0.000001017834,0.00003934051,0.0001249447,0.0004835376,0.4074446],"study_design_scores_gemma":[0.002306135,0.0002017164,0.886919,0.00020417,0.00008373539,0.003755989,0.0003690134,0.0000224772,0.0002857213,0.002511733,0.102614,0.0007263144],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9864303,0.0007996749,0.00002351953,0.000118593,0.006212988,0.001629518,0.001466048,0.0001103784,0.003208947],"genre_scores_gemma":[0.9954426,0.00136587,0.001503723,0.0001006214,0.0004504799,0.0006942805,0.000309199,0.00006903561,0.00006420141],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4067183,"threshold_uncertainty_score":0.9997011,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01258071809622538,"score_gpt":0.2757363677702231,"score_spread":0.2631556496739977,"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."}}