{"id":"W4249303807","doi":"10.1016/b978-1-4160-6110-6.10153-2","title":"Case 153","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":[0.0002466718,0.0003610328,0.0007356087,0.0001197963,0.0001446956,0.000009719991,0.0000833774,0.0005849997,0.000861143],"category_scores_gemma":[0.0001106776,0.0002798751,0.000243042,0.000005495296,0.0006469699,0.000008099182,0.00009988815,0.001710185,0.0007497881],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002418198,"about_ca_system_score_gemma":0.0001159124,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":5.365222e-7,"about_ca_topic_score_gemma":0.00001654389,"domain_scores_codex":[0.9986967,0.00001433609,0.0003384015,0.0004148426,0.0002572736,0.0002783953],"domain_scores_gemma":[0.9987827,0.00009120155,0.0001256969,0.000605449,0.0001152417,0.000279718],"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":[0.00001557498,0.000008891482,0.0000255773,0.0001450148,0.0001651498,0.04008982,0.0002319742,1.213778e-9,0.00007118893,0.0006710266,0.001261485,0.9573143],"study_design_scores_gemma":[0.0004436127,0.00009656631,0.000008920886,0.000373634,0.0005518003,0.03177624,0.00000842692,6.116534e-7,0.00005067792,0.002500178,0.9639445,0.0002448519],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002806276,0.001769983,0.000002800135,0.0006737547,0.0008904711,0.0003586176,0.00002150412,0.0001273316,0.9958749],"genre_scores_gemma":[0.0008334697,0.0001076216,0.001176318,0.003054726,0.001112147,0.00002119078,0.00002284273,0.00007850966,0.9935932],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.962683,"threshold_uncertainty_score":0.9999654,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03336440664745709,"score_gpt":0.2893399032764934,"score_spread":0.2559754966290363,"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."}}