{"id":"W2555271530","doi":"10.1038/nrclinonc.2016.189","title":"Screening and treatment: where do we go from here?","year":2016,"lang":"en","type":"review","venue":"Nature Reviews Clinical Oncology","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Centre Hospitalier de l’Université de Montréal","funders":"","keywords":"Medicine; Prostate cancer; Oncology; Stage (stratigraphy); Internal medicine; Prostate-specific antigen; Randomized controlled trial; Cancer; Gynecology","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":[],"category_scores_codex":[0.001024374,0.0009570008,0.01042999,0.0001150787,0.00007940928,0.00002970176,0.000233759,0.003684901,0.0007280256],"category_scores_gemma":[0.0007518822,0.0004648623,0.002400893,0.0002233759,0.0002624711,0.00006232031,0.0001639797,0.002045462,0.0007800889],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008450976,"about_ca_system_score_gemma":0.0009257008,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001831647,"about_ca_topic_score_gemma":0.00006985709,"domain_scores_codex":[0.9937015,0.001381875,0.002709801,0.001465291,0.0002227265,0.0005187846],"domain_scores_gemma":[0.991755,0.004840979,0.001615199,0.001040389,0.00008313168,0.0006652889],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007489303,0.0005787073,0.0004730417,0.00448249,0.001396412,0.0003936484,0.000009516155,7.519861e-10,2.105003e-8,0.00008538409,0.01725039,0.9752555],"study_design_scores_gemma":[0.003129802,0.002735371,0.00006199367,0.1006525,0.007155355,0.0001124546,0.000002875156,1.085516e-7,8.993318e-8,0.00009107159,0.8857035,0.0003549276],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000002504544,0.9885533,0.000006786528,0.003867942,0.00117282,0.00389275,0.0003672003,0.00005794048,0.002078709],"genre_scores_gemma":[9.189683e-7,0.9904187,0.002905512,0.0008099779,0.003037608,0.0009703488,0.0002181294,0.0001053309,0.001533416],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9749005,"threshold_uncertainty_score":0.9999979,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1824248389028015,"score_gpt":0.5137869171961926,"score_spread":0.3313620782933911,"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."}}