{"id":"W2913908440","doi":"10.1016/b978-0-12-809939-1.00032-1","title":"Microbiome","year":2017,"lang":"en","type":"book-chapter","venue":"Bladder Cancer","topic":"Bladder and Urothelial Cancer Treatments","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","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":[0.00003958551,0.0005063858,0.0007197041,0.0001389676,0.0001601056,0.00005220998,0.0002143158,0.0004726899,0.01516951],"category_scores_gemma":[0.000005989434,0.0004318949,0.000375995,0.000009256581,0.0001967332,0.00006082288,0.00008170088,0.0004030712,0.00136589],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000305096,"about_ca_system_score_gemma":0.0007469478,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002602372,"about_ca_topic_score_gemma":0.0001468883,"domain_scores_codex":[0.9984624,0.000004359519,0.0002742604,0.0005938676,0.0003186223,0.0003464317],"domain_scores_gemma":[0.9983596,0.00001126102,0.0002403545,0.001021607,0.0001387484,0.0002284773],"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":[0.0008410274,0.0002035251,0.0008520006,0.0008271447,0.007088632,0.001279388,0.0003743428,6.711849e-7,0.002108356,0.007846304,0.7870744,0.1915042],"study_design_scores_gemma":[0.001860144,0.0001663597,0.0006780207,0.0009066839,0.001191626,0.00009344774,0.000002183364,6.120216e-7,0.000667499,0.001567771,0.9924387,0.0004268932],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00004357949,0.01614544,0.000006204373,0.001355464,0.001168582,0.0006872474,0.0005654256,0.0001121381,0.9799159],"genre_scores_gemma":[0.002177294,0.00424137,0.0001067417,0.00175048,0.001921814,0.00009062007,0.0001468735,0.0001906575,0.9893742],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2053644,"threshold_uncertainty_score":0.9998133,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03856734399630463,"score_gpt":0.3117738691504567,"score_spread":0.2732065251541521,"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."}}