{"id":"W2074377730","doi":"10.1308/147363513x13690603817904","title":"Martyn Reaches Out","year":2013,"lang":"en","type":"article","venue":"Bulletin of The Royal College of Surgeons of England","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sunnybrook Hospital","funders":"","keywords":"Drill; Craniotomy; Service (business); Exhibition; Medicine; Engineering; Medical emergency; Visual arts; Surgery; Art; Mechanical engineering; Business","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00035447,0.00009915282,0.0003911672,0.00005724235,0.00003352268,0.00000187612,0.0001204882,0.0000749279,0.004066969],"category_scores_gemma":[0.0005585676,0.00006328254,0.0002026781,0.00009102816,0.0001580446,0.000006506613,0.00006403814,0.0001045686,0.00002645592],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008233965,"about_ca_system_score_gemma":0.00003794733,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003848104,"about_ca_topic_score_gemma":0.00001367189,"domain_scores_codex":[0.9989938,0.00006898441,0.0004063798,0.0001134436,0.0002770366,0.0001403654],"domain_scores_gemma":[0.9986527,0.0005753829,0.000193688,0.0002964719,0.000205112,0.00007664938],"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":[0.002198276,0.001598003,0.8210463,0.0009211255,0.0007803679,0.00003129209,0.001045904,0.0009021395,0.00127474,0.004005688,0.1486652,0.01753093],"study_design_scores_gemma":[0.007816095,0.0002713175,0.3584843,0.0004512264,0.0001433879,0.000007450402,0.0003682432,0.0005316114,0.006264186,0.0003300849,0.6251566,0.0001754077],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9180591,0.0001314056,0.000003370622,0.002802063,0.000139961,0.0003131663,0.00004767582,0.0000141276,0.0784891],"genre_scores_gemma":[0.9872385,0.000005407104,0.0002982681,0.00006961908,0.00003113694,0.000006414059,0.000003609023,0.00001137809,0.01233565],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4764914,"threshold_uncertainty_score":0.9968435,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0194640030418647,"score_gpt":0.2351177101975788,"score_spread":0.2156537071557141,"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."}}