{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00130333,0.0002101971,0.0002266594,0.002901603,0.0002105732,0.000301453,0.0003097907,0.0002232075,0.0007973626],"category_scores_gemma":[0.002010037,0.0002207202,0.0002159675,0.001081483,0.0004335794,0.0002673189,0.0003128797,0.00009784528,0.0001824231],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002592887,"about_ca_system_score_gemma":0.0002516729,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00122374,"about_ca_topic_score_gemma":0.002016371,"domain_scores_codex":[0.9994107,0.0001438875,0.0001279152,0.0001237812,0.0001428242,0.00005082931],"domain_scores_gemma":[0.9986268,0.0005480577,0.0004554553,0.0001057625,0.0001639251,0.0001000092],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000344203,0.00001180707,0.9249136,0.0007206397,0.000153259,0.0052214,0.0003987046,0.0002065794,0.03564592,0.00004347203,0.0003006696,0.03203958],"study_design_scores_gemma":[0.0000066325,0.0002102655,0.9640965,0.00008898781,0.0001524847,0.02533959,0.0003338313,0.0002256635,0.008309157,0.00003099285,0.001195366,0.00001045194],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9865596,0.01113745,0.001195058,0.00002533672,0.00001086528,0.00002611371,0.0003108819,0.00003920896,0.00069554],"genre_scores_gemma":[0.9969822,0.001805501,0.0008777153,0.00001260329,0.000007164544,0.00001099793,0.0001868646,0.000003289411,0.0001137011],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002901603,"threshold_uncertainty_score":0.006892741,"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."}}