{"id":"W4360947370","doi":"10.53350/pjmhs202317313","title":"Perineural Invasion and Histological Grades of Prostatic Adenocarcinoma","year":2023,"lang":"en","type":"article","venue":"","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Continental (Canada)","funders":"","keywords":"Perineural invasion; Medicine; Prostatic adenocarcinoma; Prostatectomy; Adenocarcinoma; Prostate; Biopsy; High-grade prostatic intraepithelial neoplasia; Urology; Pathology; Intraepithelial neoplasia; Internal medicine; Cancer","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004942672,0.0001692296,0.0001430659,0.0005798264,0.0002180875,0.000357949,0.0001804229,0.000218568,0.002944666],"category_scores_gemma":[0.002080109,0.0001766217,0.000207527,0.000637187,0.0002400281,0.00027305,0.0002983934,0.0003516658,0.0002417718],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000130209,"about_ca_system_score_gemma":0.0002797958,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006272646,"about_ca_topic_score_gemma":0.001388556,"domain_scores_codex":[0.9995446,0.0001456728,0.00005420484,0.00006745965,0.0001315894,0.0000565289],"domain_scores_gemma":[0.9977242,0.0005850259,0.001166767,0.00007668982,0.0001479406,0.000299345],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009356373,0.00002886588,0.998844,0.00001295596,0.00001665904,0.00006009239,0.00002272909,0.00001532048,0.0001403339,0.000006732343,0.00001575466,0.0007430469],"study_design_scores_gemma":[0.000002542909,0.0001554221,0.9988185,0.000005778894,0.00001314708,0.0007062397,0.00007967771,0.00004884122,0.00006321439,0.000009785166,0.00009523948,0.000001582016],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.99852,0.0005976891,0.0001195544,0.00002706038,0.000005274135,0.00001095071,0.0001186094,0.000002326772,0.0005986744],"genre_scores_gemma":[0.9994321,0.0001446078,0.0001051662,0.000007629908,0.000009442757,0.000006291132,0.00007460926,7.636697e-7,0.0002193461],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002944666,"threshold_uncertainty_score":0.009850919,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0503492558686078,"score_gpt":0.2954251074826137,"score_spread":0.2450758516140059,"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."}}