{"id":"W4285012237","doi":"10.1177/10668969221110456","title":"Morphologic Pattern, Frequency, and Spatial Distribution of Lymphovascular Invasion Foci in Radical Prostatectomy Specimens","year":2022,"lang":"en","type":"article","venue":"International Journal of Surgical Pathology","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; Sunnybrook Health Science Centre; Health Sciences Centre; University Health Network","funders":"","keywords":"Lymphovascular invasion; Medicine; Pathology; Prostate cancer; Carcinoma; Prostatectomy; Cancer; Metastasis; 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":[0.0004783276,0.00009958995,0.0003601302,0.0001599764,0.00002654637,0.000006054812,0.0001137188,0.00005493964,0.0003454052],"category_scores_gemma":[0.0000584031,0.00007854915,0.0001356921,0.00008973383,0.0001409773,0.00005102675,0.0001224276,0.0002662176,0.000001329582],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004230721,"about_ca_system_score_gemma":0.0001167775,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001398797,"about_ca_topic_score_gemma":0.000008035227,"domain_scores_codex":[0.9984975,0.000165015,0.0005560348,0.000167346,0.0004756998,0.000138391],"domain_scores_gemma":[0.9992675,0.0001077774,0.0002905439,0.00007921176,0.0001736197,0.00008136636],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002004795,0.00209767,0.865178,0.0000345743,0.0003027109,0.0652684,0.0002915062,0.0002023949,0.005251795,0.0006801648,0.0002493364,0.05843864],"study_design_scores_gemma":[0.01289291,0.00246764,0.9583135,0.0001145342,0.00007594508,0.01750651,0.0001022356,0.0001197917,0.003083618,0.00174876,0.003461398,0.000113214],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9948081,0.001256883,0.0003087729,0.002879583,0.0003901188,0.0001704369,0.00011093,0.000004062038,0.00007107577],"genre_scores_gemma":[0.9984144,0.001066381,0.0001106737,0.0001487392,0.0001162368,0.00002097033,0.0001102967,0.000007074076,0.00000524258],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09313542,"threshold_uncertainty_score":0.3781945,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01447129147114255,"score_gpt":0.2694108919179354,"score_spread":0.2549396004467929,"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."}}