{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003496189,0.0005396422,0.0002932039,0.0006773808,0.0008967884,0.002609931,0.0003642076,0.001023552,0.05923948],"category_scores_gemma":[0.000843977,0.0001700408,0.0002093,0.0006022264,0.0009584826,0.002310793,0.0024128,0.001687461,0.02517758],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008222113,"about_ca_system_score_gemma":0.001090103,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001008066,"about_ca_topic_score_gemma":0.002454731,"domain_scores_codex":[0.9997181,0.00007474357,0.00000663094,0.000046052,0.000116751,0.00003761229],"domain_scores_gemma":[0.9998887,0.00002423561,0.000009933659,0.00001595032,0.00003172569,0.00002954382],"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":[0.00002716752,0.00003029395,0.0002368528,0.0003582167,0.000009298969,0.0001343677,0.0008725449,0.0001423016,0.003099003,0.218711,0.4239473,0.3524318],"study_design_scores_gemma":[6.669151e-7,0.000003795378,0.00008367424,0.00008766292,0.000001006269,0.00005656291,0.00009183362,0.00001136382,0.0001363578,0.008955934,0.9905691,0.000001853182],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0016258,0.03284992,0.005686583,0.01406941,0.006815135,0.00004335205,0.0004160601,0.0002496043,0.9382442],"genre_scores_gemma":[0.01189052,0.02904362,0.004659662,0.006876925,0.001817828,0.00009120111,0.0003808861,0.000193887,0.9450455],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.05923948,"threshold_uncertainty_score":0,"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."}}