{"id":"W2972750797","doi":"10.2217/ije-2019-0008","title":"Treatment-Emergent Neuroendocrine Prostate Cancer: Molecularly Driven Clinical Guidelines","year":2019,"lang":"en","type":"article","venue":"International Journal of Endocrine Oncology","topic":"Prostate Cancer Treatment and Research","field":"Medicine","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; BC Cancer Agency; Université Laval","funders":"","keywords":"Prostate cancer; Medicine; Malignancy; Mechanism (biology); Androgen receptor; Cancer; Transdifferentiation; Prostate; Androgen deprivation therapy; Bioinformatics; Cancer research; Internal medicine; 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001454506,0.0001988673,0.0006264322,0.0003160423,0.00002418435,0.00002291715,0.0002984301,0.00003654118,0.0009749706],"category_scores_gemma":[0.0002091236,0.0001346949,0.0004157254,0.000119327,0.00008907526,0.0001451291,0.0001028068,0.0003293293,0.00008340062],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006690766,"about_ca_system_score_gemma":0.001094096,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001260034,"about_ca_topic_score_gemma":0.00002635486,"domain_scores_codex":[0.9975665,0.0001235949,0.001109213,0.0002580614,0.0006122851,0.0003302956],"domain_scores_gemma":[0.9970878,0.0001348529,0.0005000359,0.0001912068,0.001817414,0.0002687278],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.009100301,0.00204864,0.6201716,0.00003010546,0.003324732,0.02243232,0.0001120422,0.0002851074,0.01632935,0.0003094562,0.01152862,0.3143277],"study_design_scores_gemma":[0.03105915,0.01489186,0.02500983,0.0001754962,0.0003871482,0.009886977,0.000208761,0.0009397752,0.01075492,0.0001703109,0.9063004,0.0002153521],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9373639,0.002488766,0.00003891788,0.05239741,0.004661649,0.0004946695,0.00003401519,0.0000202939,0.002500361],"genre_scores_gemma":[0.9450559,0.03541986,0.002210142,0.001415798,0.002140142,0.00003876337,0.0000485856,0.0000422894,0.01362854],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8947718,"threshold_uncertainty_score":0.9999382,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0837851580259454,"score_gpt":0.4946137543436482,"score_spread":0.4108285963177028,"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."}}