{"id":"W3002901356","doi":"10.1097/gox.0000000000002565","title":"The Use of Virtual Surgical Planning for Reduction Cranioplasty","year":2020,"lang":"en","type":"article","venue":"Plastic & Reconstructive Surgery Global Open","topic":"Craniofacial Disorders and Treatments","field":"Biochemistry, Genetics and Molecular Biology","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre Hospitalier Universitaire Sainte-Justine; Université de Montréal","funders":"","keywords":"Cranioplasty; Medicine; Reduction (mathematics); Macrocephaly; Cranial vault; Craniofacial; Craniosynostosis; Hydrocephalus; Surgery; Skull; Pathology","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":[],"consensus_categories":[],"category_scores_codex":[0.00009977591,0.0001541495,0.0002560669,0.00001076878,0.0002023804,0.00008851932,0.0001704139,0.00008817154,0.00001318534],"category_scores_gemma":[0.0007565939,0.0001198707,0.0001585321,0.0001204507,0.0001977613,0.00002014219,0.000147554,0.00004741628,0.000003525225],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000186775,"about_ca_system_score_gemma":0.0001462204,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005350747,"about_ca_topic_score_gemma":0.00001349481,"domain_scores_codex":[0.9989849,0.00006623002,0.0002919488,0.0003347118,0.0001019931,0.0002202128],"domain_scores_gemma":[0.9990982,0.0003904293,0.0001606103,0.000129753,0.0001168388,0.0001041182],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.03277582,0.0005783577,0.6198878,0.0001001131,0.003033167,0.00006306083,0.0003023031,0.00387282,0.01569786,0.01105216,0.03761401,0.2750225],"study_design_scores_gemma":[0.01592663,0.005632786,0.1531736,0.0004027722,0.0008100609,0.001122521,0.00509778,0.003466492,0.02486612,0.003493939,0.782938,0.003069311],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9945529,0.0001280816,0.003027642,0.000109235,0.0007692769,0.000480035,0.000558197,0.000008176061,0.000366428],"genre_scores_gemma":[0.9990969,0.00005489802,0.0004924861,0.00002979455,0.0001231433,0.00004276866,0.000112434,0.00001161991,0.00003597187],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.745324,"threshold_uncertainty_score":0.4888186,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05515864031458306,"score_gpt":0.2935283215278574,"score_spread":0.2383696812132743,"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."}}