{"id":"W3020273460","doi":"10.3390/cancers12051078","title":"Clinical Variables Associated with PSA Response to Lutetium-177-PSMA ([177Lu]-PSMA-617) Radionuclide Treatment in Men with Metastatic Castration-Resistant Prostate Cancer","year":2020,"lang":"en","type":"article","venue":"Cancers","topic":"Prostate Cancer Treatment and Research","field":"Medicine","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre","funders":"","keywords":"Medicine; Prostate cancer; Univariate analysis; Oncology; Logistic regression; Internal medicine; Radionuclide therapy; Prostate; Urology; Prostate-specific antigen; Statistical significance; Cancer; Multivariate analysis","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"],"consensus_categories":[],"category_scores_codex":[0.0006321897,0.0004353263,0.0009108781,0.0001855992,0.0001626491,0.0000698727,0.0001520494,0.00009845461,0.00020048],"category_scores_gemma":[0.000281136,0.0002815247,0.0001070549,0.001153312,0.0002408773,0.0001556048,0.0000339817,0.0003365012,0.00002089339],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.005326687,"about_ca_system_score_gemma":0.005953399,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00303207,"about_ca_topic_score_gemma":0.004392245,"domain_scores_codex":[0.9966795,0.0004263135,0.000628886,0.0008470535,0.0006475473,0.0007706989],"domain_scores_gemma":[0.9979308,0.0004232521,0.0002015441,0.0003724261,0.00026026,0.0008117453],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"observational","study_design_scores_codex":[0.4858524,0.001577766,0.3582198,0.0006931448,0.008818883,0.01148922,0.03413042,0.02717319,0.03297136,0.0000982936,0.01913411,0.01984137],"study_design_scores_gemma":[0.1741487,0.0764432,0.5689464,0.006064387,0.00480094,0.0001245807,0.01455664,0.01022918,0.02920111,0.00006441223,0.1120186,0.003401806],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9810011,0.001119745,0.00004144849,0.01294496,0.00008964951,0.003205274,0.0003994676,0.0001102458,0.001088158],"genre_scores_gemma":[0.9905871,0.0009771746,0.001260804,0.001139091,0.0001523948,0.001328367,0.0001625569,0.0000953836,0.004297132],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3117037,"threshold_uncertainty_score":0.9999637,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06131948215227576,"score_gpt":0.3671668196228092,"score_spread":0.3058473374705334,"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."}}