{"id":"W2765753939","doi":"10.1007/978-3-319-63495-1_19","title":"Laparoscopic Hemorrhage: Do We Have to Open?","year":2017,"lang":"en","type":"book-chapter","venue":"","topic":"Abdominal Trauma and Injuries","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"St. Joseph’s Healthcare Hamilton","funders":"","keywords":"Medicine; Suction; Surgery; Dissection (medical); Catheter; Engineering","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":[0.001124345,0.0006366071,0.000688999,0.0005993962,0.001058514,0.003172634,0.0008227642,0.002437308,0.02453054],"category_scores_gemma":[0.002782795,0.0002494655,0.0003583388,0.0005171485,0.002727153,0.005904675,0.001619539,0.00817902,0.01151044],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001363024,"about_ca_system_score_gemma":0.002327559,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001475855,"about_ca_topic_score_gemma":0.004644427,"domain_scores_codex":[0.9996783,0.00008642776,0.0000173335,0.00003319932,0.0001384555,0.00004636617],"domain_scores_gemma":[0.9993413,0.0003052346,0.00003740759,0.0000253818,0.0001200295,0.0001705734],"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":[0.00002796599,0.00004143157,0.0001746355,0.0003017526,0.000007113738,0.0002599422,0.0002742214,0.0001115914,0.000123444,0.05827435,0.7343121,0.2060914],"study_design_scores_gemma":[0.000007632428,0.00001531289,0.0002504512,0.0007793786,0.000005572778,0.001230206,0.000309706,0.00005231121,0.00004441255,0.03501582,0.9622754,0.00001386244],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.001208411,0.3523357,0.006657219,0.2031454,0.04770925,0.00003296522,0.0001885421,0.0002942463,0.3884283],"genre_scores_gemma":[0.01425656,0.2820051,0.01044657,0.1237163,0.04427796,0.0001137762,0.0003339895,0.0004904256,0.5243594],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.02453054,"threshold_uncertainty_score":0.08206278,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05861403151440293,"score_gpt":0.3491766534846608,"score_spread":0.2905626219702578,"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."}}