{"id":"W2045717860","doi":"10.1007/s12152-014-9206-3","title":"Convergent Expert Views on Decision-Making for Decompressive Craniectomy in Malignant MCA Syndrome","year":2014,"lang":"en","type":"article","venue":"Neuroethics","topic":"Medical Imaging and Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"NeuroDevNet; University of British Columbia","funders":"","keywords":"Decompressive craniectomy; Medicine; Health care; Quality of life (healthcare); Traumatic brain injury; Family medicine; Nursing; Psychiatry","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":[0.0003331486,0.0001667382,0.0003007147,0.0001389953,0.00005777499,0.00003338721,0.0002039183,0.00009825516,0.00007175047],"category_scores_gemma":[0.0008904976,0.0001438766,0.0001138144,0.0001671701,0.00003470056,0.00004480511,0.00002806005,0.0003988409,0.0000505158],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003230941,"about_ca_system_score_gemma":0.00001250411,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008101651,"about_ca_topic_score_gemma":0.00001517344,"domain_scores_codex":[0.9987834,0.0000733543,0.0003197182,0.0002613484,0.0002738204,0.0002883275],"domain_scores_gemma":[0.9981105,0.001422371,0.00003697608,0.0002890872,0.00003652369,0.0001045851],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000173433,0.0007129916,0.005738747,0.001444551,0.0003674039,0.001502579,0.006829674,0.3088909,0.01760227,0.007541966,0.06158758,0.5876079],"study_design_scores_gemma":[0.001042396,0.0001047187,0.001243924,0.001050096,0.0000318592,0.00004124521,0.00005424814,0.8980442,0.001517569,0.002950946,0.09350579,0.0004129553],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6233215,0.0006569269,0.3695988,0.001362436,0.002319332,0.0004541916,0.000008416258,0.0003940177,0.001884375],"genre_scores_gemma":[0.9951308,0.0001702611,0.002541507,0.001953258,0.00008172935,0.00004834606,0.000003065453,0.00004023493,0.00003081442],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5891533,"threshold_uncertainty_score":0.5867119,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03071110802232137,"score_gpt":0.3134039748203034,"score_spread":0.2826928667979821,"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."}}