{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002101433,0.0003012355,0.0004206736,0.0001682945,0.0001442006,0.0001254347,0.0002144264,0.0001648838,0.0004273878],"category_scores_gemma":[0.001535217,0.0002977559,0.0002804278,0.0004315288,0.00007020494,0.00001578482,0.0002776824,0.00008294622,0.0004486001],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002382927,"about_ca_system_score_gemma":0.0002002633,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002209668,"about_ca_topic_score_gemma":0.0002265661,"domain_scores_codex":[0.9982057,0.00007907694,0.000332764,0.0005812225,0.0002284057,0.0005727871],"domain_scores_gemma":[0.9973992,0.001927832,0.00008506191,0.0003598781,0.00005619314,0.0001718071],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002846048,0.0004869289,0.9307686,0.00008850876,0.0006508435,0.0003355533,0.00005385002,0.00002229998,0.008588449,0.00001101762,0.04021392,0.01593398],"study_design_scores_gemma":[0.002427646,0.0001695222,0.9577429,0.0001139765,0.0001277569,0.000008357414,0.0001054155,0.0001010486,0.002722858,0.00002896883,0.0357815,0.0006700416],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9948841,0.0003242873,0.00004025452,0.00009168251,0.003823239,0.0002127483,0.0001626486,0.00006862524,0.0003923518],"genre_scores_gemma":[0.998179,0.0004021897,0.00001709093,0.0000602967,0.0002131808,0.0001770442,0.0007103316,0.00005806184,0.000182863],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02697431,"threshold_uncertainty_score":0.9999474,"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."}}