{"id":"W1949965248","doi":"10.3109/02688697.2015.1063587","title":"A simple method for controlled reduction duraplasty during cranioplasty","year":2015,"lang":"en","type":"article","venue":"British Journal of Neurosurgery","topic":"Head and Neck Surgical Oncology","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sunnybrook Health Science Centre; University of Toronto","funders":"","keywords":"Cranioplasty; Medicine; Reduction (mathematics); Surgery; Simple (philosophy); Skull","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":[0.0005454297,0.0007044003,0.0004708951,0.001078201,0.0004135325,0.0004956831,0.0008281549,0.000580812,0.004316407],"category_scores_gemma":[0.001214856,0.0003885068,0.0008552281,0.0003662586,0.0007958804,0.0006506981,0.0007603742,0.001273381,0.00118685],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001696252,"about_ca_system_score_gemma":0.0004484883,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003166995,"about_ca_topic_score_gemma":0.0006926222,"domain_scores_codex":[0.9994759,0.00008238682,0.00006236239,0.000125005,0.0002012332,0.0000532212],"domain_scores_gemma":[0.9992945,0.0002452909,0.0001473326,0.0002029252,0.0000413715,0.0000685778],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001269574,0.000535509,0.004344208,0.00121502,0.0002019399,0.01058893,0.0005633067,0.001054694,0.5047131,0.001559839,0.007623402,0.4663305],"study_design_scores_gemma":[0.002884275,0.008700089,0.06167517,0.0004971767,0.0009372098,0.5320782,0.0002255337,0.009857542,0.2528716,0.003150813,0.1264682,0.000654213],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.274689,0.01056721,0.6885097,0.001706088,0.001776167,0.001331447,0.000477128,0.003986281,0.01695698],"genre_scores_gemma":[0.5883724,0.002880937,0.3992478,0.0008204134,0.0009347599,0.0006900816,0.0003752235,0.0004420705,0.006236334],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.004316407,"threshold_uncertainty_score":0.01443988,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03715946753943496,"score_gpt":0.3251113961596117,"score_spread":0.2879519286201767,"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."}}