{"id":"W169464785","doi":"10.1007/978-1-4939-1176-9_16","title":"Co-targeting Adaptive Survival Pathways","year":2014,"lang":"en","type":"book-chapter","venue":"Current clinical urology","topic":"Clusterin in disease pathology","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Computational biology; Biology","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","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.001534538,0.0006690376,0.002180764,0.0002001648,0.00008671064,0.000009817653,0.0003847021,0.001544868,0.002980828],"category_scores_gemma":[0.002156646,0.0006302739,0.0009853392,0.00002728612,0.001207043,0.00001746588,0.00033674,0.002960709,0.003863311],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007948787,"about_ca_system_score_gemma":0.000358559,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":8.706274e-7,"about_ca_topic_score_gemma":0.000003149918,"domain_scores_codex":[0.9952058,0.0004283505,0.001885295,0.001379552,0.0004245101,0.0006764578],"domain_scores_gemma":[0.9950027,0.002186037,0.0008294994,0.001030997,0.0002900413,0.0006607187],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.01020232,0.001645781,0.0273362,0.001239846,0.001833597,0.002979507,0.0001737245,0.00001366931,0.00007781289,0.39268,0.1887953,0.3730221],"study_design_scores_gemma":[0.002785642,0.002457089,0.00312264,0.0001519584,0.0009655859,0.0001187226,0.000004619877,0.000233441,0.000001407253,0.01006136,0.9795049,0.0005926546],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.003146585,0.01037238,0.004579685,0.001683915,0.0257717,0.001947217,0.000571038,0.0006282126,0.9512993],"genre_scores_gemma":[0.4985337,0.01169604,0.002428329,0.02006524,0.06986595,0.0004136717,0.01040875,0.002076568,0.3845118],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7907096,"threshold_uncertainty_score":0.9997513,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1808714954849774,"score_gpt":0.4098940477747965,"score_spread":0.2290225522898191,"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."}}