{"id":"W3177322743","doi":"10.1097/prs.0000000000008058","title":"Decision-Making in Adult Cranial Vault Reconstruction","year":2021,"lang":"en","type":"article","venue":"Plastic & Reconstructive Surgery","topic":"Head and Neck Surgical Oncology","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sunnybrook Health Science Centre","funders":"","keywords":"Cranial vault; Medicine; Cranioplasty; Skull; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008255787,0.0004715156,0.0005874677,0.001188311,0.00151208,0.003559418,0.001421316,0.002067683,0.01617617],"category_scores_gemma":[0.02904189,0.0002541479,0.0007327917,0.0006990706,0.001382661,0.002675835,0.002183485,0.003436247,0.001721151],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001687465,"about_ca_system_score_gemma":0.004303086,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007962173,"about_ca_topic_score_gemma":0.001522736,"domain_scores_codex":[0.9942024,0.004384428,0.0003964699,0.0002290752,0.0004161393,0.0003714526],"domain_scores_gemma":[0.9866736,0.008315028,0.001031784,0.0001692788,0.001149647,0.002660681],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001039804,0.001007429,0.06094229,0.001272635,0.0002305918,0.008406675,0.005148966,0.01397642,0.0005894242,0.03945099,0.167697,0.7002378],"study_design_scores_gemma":[0.0006622864,0.001896428,0.0324605,0.01249783,0.0002906545,0.02853906,0.04117908,0.0645297,0.001767482,0.5295693,0.2861471,0.0004606739],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2036223,0.03845512,0.1143074,0.4855497,0.006802795,0.002501594,0.0008869978,0.0004716539,0.1474024],"genre_scores_gemma":[0.8323633,0.02298281,0.1143611,0.01705921,0.00431971,0.0009838985,0.0005385993,0.00007804458,0.007313405],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01617617,"threshold_uncertainty_score":0.05411464,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01678325930906715,"score_gpt":0.2832465499186954,"score_spread":0.2664632906096282,"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."}}