{"id":"W4236713381","doi":"10.1016/b978-1-4160-6110-6.10168-4","title":"Case 168","year":2010,"lang":"en","type":"book-chapter","venue":"Elsevier eBooks","topic":"Pleural and Pulmonary Diseases","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":["insufficient_payload"],"category_scores_codex":[0.00006206615,0.0003723447,0.0005276631,0.0001067181,0.0001013837,0.00001643315,0.0000958896,0.0004136538,0.002546377],"category_scores_gemma":[0.00001728888,0.0002926649,0.000357134,0.000005710863,0.0001563149,0.00002015927,0.00007439132,0.0007879537,0.0009909767],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000030412,"about_ca_system_score_gemma":0.0001614473,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":8.25632e-7,"about_ca_topic_score_gemma":0.00002288068,"domain_scores_codex":[0.9988387,0.000007894581,0.0002927897,0.0003684474,0.0002527162,0.0002394318],"domain_scores_gemma":[0.9988091,0.00003926589,0.0001145698,0.0005622987,0.00008612394,0.0003886667],"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":[0.0000654301,0.00001615366,0.00001610776,0.000184628,0.00009053299,0.04253293,0.00002884648,5.818423e-9,0.0001804368,0.0008999482,0.0005267723,0.9554582],"study_design_scores_gemma":[0.0003116766,0.0001044232,0.00003106398,0.0003028386,0.000495422,0.02157082,0.000002609667,9.392647e-7,0.00006441191,0.00438577,0.972418,0.0003120213],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001380809,0.001638936,1.193457e-7,0.0001786681,0.00038822,0.0004787144,0.0001514008,0.0001126142,0.9956705],"genre_scores_gemma":[0.003519708,0.00007859581,0.0001618114,0.001289305,0.001142141,0.00001911617,0.0001178702,0.00008717158,0.9935843],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9718912,"threshold_uncertainty_score":0.9999526,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02413431670133806,"score_gpt":0.2560252693338935,"score_spread":0.2318909526325554,"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."}}