{"id":"W4251288799","doi":"10.1016/b978-1-4160-6110-6.10019-8","title":"Case 19","year":2010,"lang":"en","type":"book-chapter","venue":"Elsevier eBooks","topic":"Medical Imaging and Pathology Studies","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"],"consensus_categories":[],"category_scores_codex":[0.0002590131,0.0003510911,0.0007125985,0.0001223155,0.0001545547,0.000009310798,0.0000818831,0.0005662286,0.0008206815],"category_scores_gemma":[0.00014869,0.0002720006,0.0002368641,0.000005485277,0.0006505368,0.000007378716,0.0000986209,0.001653348,0.0006594812],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002803177,"about_ca_system_score_gemma":0.0001453845,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":7.857872e-7,"about_ca_topic_score_gemma":0.0000179381,"domain_scores_codex":[0.9987217,0.00001484699,0.0003295242,0.000411307,0.0002527322,0.0002698719],"domain_scores_gemma":[0.9987254,0.0001015048,0.0001239716,0.0005965181,0.00009886624,0.0003536973],"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":[0.00001728109,0.000008772464,0.00003107099,0.0001726448,0.0001670387,0.04683695,0.0002640085,1.582389e-9,0.0000560387,0.0007710705,0.002103157,0.949572],"study_design_scores_gemma":[0.0004664272,0.000083545,0.000007252251,0.0002983404,0.0005278911,0.03671894,0.000008692925,5.42306e-7,0.00002936676,0.002773518,0.95885,0.0002354718],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002059985,0.002086921,0.000003279021,0.0008123436,0.0008412745,0.0003668191,0.0000234187,0.0001305252,0.9955294],"genre_scores_gemma":[0.0005975598,0.0001191303,0.001195567,0.004307197,0.001057695,0.00002182261,0.00002521238,0.00007347908,0.9926023],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9567469,"threshold_uncertainty_score":0.9999732,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03657538589749729,"score_gpt":0.2957333043820219,"score_spread":0.2591579184845246,"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."}}