{"id":"W1659724067","doi":"10.1063/1.2759724","title":"A Hybrid Systems Approach to Hormonal Therapy of Prostate Cancer and its Nonlinear Dynamics","year":2007,"lang":"en","type":"article","venue":"AIP conference proceedings","topic":"Prostate Cancer Treatment and Research","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of British Columbia; Princeton University","keywords":"Prostate cancer; Androgen suppression; Hormonal therapy; Computer science; Nonlinear system; Androgen; Hormone; Prostate; Cancer; Medicine; Internal medicine; Physics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000360643,0.0001864273,0.0003432315,0.000176601,0.00006269128,0.00004962254,0.0001084488,0.00006446213,0.000008626101],"category_scores_gemma":[0.00003100859,0.0001366626,0.00003753603,0.0002444804,0.00009002454,0.0001256156,0.00005795987,0.000191543,0.000003890152],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001422769,"about_ca_system_score_gemma":0.0002515288,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000146941,"about_ca_topic_score_gemma":0.000003489458,"domain_scores_codex":[0.9985631,0.000003407642,0.0002724053,0.0003487296,0.000398808,0.0004136211],"domain_scores_gemma":[0.9987137,0.00001963448,0.00009311854,0.00007547421,0.0008197508,0.0002783696],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.009989337,0.001624717,0.6378034,0.003440028,0.0008683387,0.00006737046,0.01530105,0.000003972583,0.207768,0.01431112,0.00154683,0.1072758],"study_design_scores_gemma":[0.02931086,0.01202483,0.259327,0.004132976,0.0004339996,0.0008850311,0.01932135,0.409941,0.2402519,0.0008087023,0.02094932,0.00261311],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9886056,0.00327152,0.0002880512,0.0007557712,0.0000535258,0.001404453,0.0000545583,0.00004364599,0.005522873],"genre_scores_gemma":[0.9942943,0.002986826,0.0004927475,0.00009825677,0.000102161,0.000143542,0.00003052285,0.00002525873,0.001826336],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.409937,"threshold_uncertainty_score":0.5572938,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03996934118834823,"score_gpt":0.3137290691387632,"score_spread":0.273759727950415,"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."}}