{"id":"W2567828940","doi":"10.1158/1055-9965.epi-16-0237","title":"Perineural Invasion and Risk of Lethal Prostate Cancer","year":2017,"lang":"en","type":"article","venue":"Cancer Epidemiology Biomarkers & Prevention","topic":"Nonmelanoma Skin Cancer Studies","field":"Medicine","cited_by":84,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"National Cancer Institute","keywords":"Prostate cancer; Perineural invasion; Medicine; Oncology; Cancer; Internal medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.001206035,0.0002168366,0.0007184678,0.00008648958,0.0003200946,0.000007413695,0.0001407336,0.0001627452,0.0001158548],"category_scores_gemma":[0.0009656036,0.0001784576,0.0001673281,0.00004906876,0.000839346,0.0001566825,0.0001967984,0.0002102793,0.000003184018],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001400691,"about_ca_system_score_gemma":0.0001349134,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003458841,"about_ca_topic_score_gemma":0.001157662,"domain_scores_codex":[0.9981953,0.0003276599,0.0005285883,0.0004974652,0.0001059593,0.0003450479],"domain_scores_gemma":[0.9980516,0.0002435257,0.0009388775,0.0005314593,0.000113797,0.0001207685],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007731522,0.00003158491,0.9179315,0.00021902,0.0007761589,0.00000754141,0.0001417363,0.000003358729,0.001372865,0.00005067793,0.002385044,0.07630736],"study_design_scores_gemma":[0.001795146,0.0002717485,0.991046,0.0005722588,0.0004978571,0.00002415105,0.00006013031,0.0001379369,0.001702712,0.001663808,0.002073768,0.0001545254],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9617005,0.02990445,0.00008354979,0.006331432,0.0008326886,0.0006196977,0.00005192609,0.00002513434,0.0004506335],"genre_scores_gemma":[0.9590405,0.03784974,0.001522856,0.000119512,0.0002337928,0.0002745124,0.00001570098,0.00002381216,0.0009195968],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07615283,"threshold_uncertainty_score":0.7277288,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07338682646172039,"score_gpt":0.4041804551729402,"score_spread":0.3307936287112198,"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."}}