{"id":"W2604694191","doi":"10.1158/1557-3125.dnarepair16-ia05","title":"Abstract IA05: Prospective identification of vulnerabilities to DNA repair inhibitors","year":2017,"lang":"en","type":"article","venue":"Molecular Cancer Research","topic":"Biomedical Ethics and Regulation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lunenfeld-Tanenbaum Research Institute","funders":"","keywords":"CRISPR; Computational biology; Identification (biology); Cancer; Biology; Cas9; DNA repair; Gene; Genetics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001732172,0.00007347323,0.000166344,0.000181045,0.0002772644,0.00006130245,0.0001670892,0.0001397727,0.0000950333],"category_scores_gemma":[0.0007815865,0.00006038918,0.00009550741,0.0001804724,0.0009579299,0.00008276311,0.0001160893,0.0004083474,0.00001768562],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001925536,"about_ca_system_score_gemma":0.000352711,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001687061,"about_ca_topic_score_gemma":0.0001096339,"domain_scores_codex":[0.9980446,0.00006166253,0.0002784045,0.0003035176,0.001076964,0.0002348335],"domain_scores_gemma":[0.9981817,0.00003866532,0.00009261789,0.0006986233,0.0008244511,0.0001639686],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002069636,0.0001292841,0.005827474,0.0004263119,0.00007403064,0.00002897458,0.0009337225,0.00001111247,0.9721642,0.004732702,0.001024869,0.01444041],"study_design_scores_gemma":[0.0004412669,0.0001753751,0.4198733,0.0002775366,0.00001446549,0.000001724123,0.0001987547,0.0001039488,0.573155,0.004013668,0.001669035,0.00007588918],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9789301,0.0003270354,0.0001533935,0.01736479,0.0001687382,0.0007605395,0.000010908,0.00002727077,0.002257193],"genre_scores_gemma":[0.9984895,0.00004429619,0.0001237787,0.00005846911,0.0001534244,0.0001396218,0.000006497142,0.00001682227,0.0009675716],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4140458,"threshold_uncertainty_score":0.3529533,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06371434667816447,"score_gpt":0.4417992085950929,"score_spread":0.3780848619169285,"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."}}