{"id":"W4200068277","doi":"10.1002/pros.24279","title":"Prevalence of adverse pathology features in grade group 2 prostatectomy specimens with syn‐ or metachronous metastatic disease","year":2021,"lang":"en","type":"article","venue":"The Prostate","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; Sunnybrook Health Science Centre; Health Sciences Centre; University Health Network","funders":"Prostate Cancer Canada","keywords":"Medicine; Prostatectomy; Pathology; Disease; Anatomical pathology; Prostate cancer; Internal medicine; Prostatic disease; Immunohistochemistry; Cancer","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0002351267,0.0002647901,0.0004852758,0.0000833392,0.00006915394,0.00001024964,0.0001095336,0.0000219567,0.0001519816],"category_scores_gemma":[0.00006754461,0.0001374278,0.00009821964,0.000414903,0.0002737517,0.0001054325,0.00006540245,0.000218136,0.0000111473],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001390806,"about_ca_system_score_gemma":0.0005185329,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006744191,"about_ca_topic_score_gemma":0.0002646059,"domain_scores_codex":[0.9982631,0.0002013889,0.0003547097,0.0004609884,0.0003063428,0.0004134345],"domain_scores_gemma":[0.9987671,0.0001659968,0.0001760078,0.0006007629,0.0001197974,0.0001703528],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.03112894,0.01402129,0.7761626,0.01485461,0.003044019,0.1040045,0.0215754,0.001340412,0.01635878,0.003943008,0.0008416469,0.01272473],"study_design_scores_gemma":[0.009102844,0.002329905,0.9512255,0.001145232,0.00176997,0.0009571969,0.0008818507,0.00006273136,0.0305167,0.0007623424,0.0009085246,0.0003371825],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9878308,0.007182567,0.00002650947,0.002281287,0.00006682093,0.002073273,0.0003186816,0.00004040534,0.0001797173],"genre_scores_gemma":[0.9918594,0.003914518,0.001516916,0.0003250122,0.00002200075,0.0005240902,0.00007633228,0.0000392975,0.001722446],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1750629,"threshold_uncertainty_score":0.5604143,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01652434056440536,"score_gpt":0.275345236573497,"score_spread":0.2588208960090916,"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."}}