{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006623141,0.0005442846,0.0002699433,0.0005334251,0.004804267,0.001991725,0.0006909437,0.001370852,0.06177753],"category_scores_gemma":[0.00304474,0.000388319,0.0003410873,0.0001831387,0.001038047,0.001689093,0.004407966,0.002240061,0.01262374],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002074691,"about_ca_system_score_gemma":0.002863547,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03157928,"about_ca_topic_score_gemma":0.08703586,"domain_scores_codex":[0.9994412,0.00006698759,0.00001631409,0.0001180287,0.0002088906,0.0001486227],"domain_scores_gemma":[0.9988808,0.00009831487,0.00006052222,0.00004049846,0.0001481119,0.0007717643],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003398115,0.0001730976,0.01502854,0.0001820587,0.00001827259,0.003979134,0.01592238,0.0006314294,0.002872367,0.02573666,0.7378929,0.1972234],"study_design_scores_gemma":[0.00001234509,0.0001520571,0.004552544,0.0002172976,0.000008731818,0.001718861,0.008548044,0.0007081003,0.0007636427,0.003216809,0.9800736,0.0000278828],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.2260979,0.005237176,0.007496916,0.1159387,0.01559182,0.0001819794,0.0008961136,0.002025244,0.6265342],"genre_scores_gemma":[0.3368519,0.00266615,0.005258117,0.01465236,0.0005788774,0.00008433592,0.0004848792,0.0005970878,0.6388263],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.06177753,"threshold_uncertainty_score":0.2066664,"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."}}