{"id":"W4236116096","doi":"10.1016/b978-1-4160-6110-6.10174-x","title":"Case 174","year":2010,"lang":"en","type":"book-chapter","venue":"Elsevier eBooks","topic":"Case Reports on Hematomas","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Vancouver General Hospital; University of British Columbia","funders":"","keywords":"Computer science","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000240972,0.0005258707,0.0009590252,0.0002825105,0.0001199997,0.00003665,0.0000801127,0.0008574806,0.002994037],"category_scores_gemma":[0.00005742137,0.000466844,0.0005107435,0.00001210656,0.0002147646,0.0000201852,0.0001160469,0.001464266,0.0006823637],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001041417,"about_ca_system_score_gemma":0.0003769363,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001501706,"about_ca_topic_score_gemma":0.00006439575,"domain_scores_codex":[0.9979075,0.000007556555,0.0006672177,0.0005911655,0.0004969664,0.0003295658],"domain_scores_gemma":[0.9975454,0.00006025647,0.000349896,0.001408287,0.0002079537,0.0004281686],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002226806,0.00001325542,0.000003281209,0.0002729507,0.0001565481,0.2491995,0.00006494539,2.908948e-9,0.0002299332,0.001453569,0.000496474,0.7480873],"study_design_scores_gemma":[0.0003184704,0.00005976391,9.735697e-7,0.0004100288,0.0004691125,0.289632,0.000002770015,5.897099e-7,0.0004355487,0.001854822,0.7065135,0.0003024583],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0005928923,0.0009094416,9.982123e-7,0.00008121073,0.0006307748,0.0009878305,0.00003179117,0.0002162886,0.9965488],"genre_scores_gemma":[0.00122552,0.00003941054,0.0008474598,0.0005427484,0.001049251,0.00003578399,0.00003879597,0.0002279352,0.9959931],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7477848,"threshold_uncertainty_score":0.9997783,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02322411077916749,"score_gpt":0.2725678571800418,"score_spread":0.2493437464008743,"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."}}