{"id":"W4383736638","doi":"10.1177/22925503231184262","title":"Head Shape After Sagittal Craniosynostosis Surgery: Open Versus Endoscopic Strip Craniectomy","year":2023,"lang":"en","type":"article","venue":"Plastic Surgery","topic":"Craniofacial Disorders and Treatments","field":"Biochemistry, Genetics and Molecular Biology","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Children's Hospital; University of British Columbia","funders":"","keywords":"Craniosynostosis; Medicine; Surgery; Sagittal plane; Head (geology); Anatomy; Geology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004439308,0.0001524335,0.0002897409,0.0004607209,0.0001564152,0.0002826217,0.0001648001,0.0001474257,0.001069614],"category_scores_gemma":[0.001493334,0.00009204786,0.0003660282,0.000399684,0.0002844355,0.0002961417,0.0002780922,0.0002392437,0.0001270283],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003192139,"about_ca_system_score_gemma":0.0002448845,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005930456,"about_ca_topic_score_gemma":0.00143065,"domain_scores_codex":[0.9996967,0.00004801993,0.0000433245,0.00005028521,0.0001212161,0.00004043791],"domain_scores_gemma":[0.9988804,0.0002280149,0.0006965641,0.00002899529,0.00005882921,0.0001071658],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00177621,0.00007082048,0.9837377,0.00006102598,0.0001098435,0.0006436464,0.00007694107,0.000100951,0.001385836,0.0000217778,0.00006038914,0.01195482],"study_design_scores_gemma":[0.00003545576,0.001890453,0.9931572,0.00002145065,0.00007749192,0.00381984,0.0002262104,0.0001319717,0.0004982861,0.00001678614,0.0001199617,0.000004787062],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993642,0.0003685904,0.00004790252,0.00000822432,0.000003794455,0.000005985608,0.0000505758,0.000001048041,0.0001496085],"genre_scores_gemma":[0.9995891,0.0001824395,0.00005296882,0.000006864373,0.000008290721,0.000003829353,0.0001230261,6.155581e-7,0.00003277471],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001069614,"threshold_uncertainty_score":0.003578186,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03745294136366182,"score_gpt":0.2936566976037149,"score_spread":0.256203756240053,"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."}}