{"id":"W3042544733","doi":"10.5858/arpa.2020-0124-oa","title":"Variability in Synoptic Reporting of Colorectal Cancer pT4a Category and Lymphovascular Invasion","year":2020,"lang":"en","type":"article","venue":"Archives of Pathology & Laboratory Medicine","topic":"Colorectal Cancer Screening and Detection","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver General Hospital; University of British Columbia","funders":"University of British Columbia","keywords":"Lymphovascular invasion; Medicine; Context (archaeology); Colorectal cancer; Logistic regression; Radiology; Pathology; Cancer; Internal medicine; Metastasis; Biology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.03001476,0.0002672689,0.0003042238,0.002854073,0.0004177438,0.001213625,0.0007994632,0.0005602791,0.0008747377],"category_scores_gemma":[0.1300993,0.0003148636,0.0004630357,0.002005744,0.00107374,0.001059697,0.00225071,0.000356987,0.0002744622],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007705934,"about_ca_system_score_gemma":0.0007543036,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002017404,"about_ca_topic_score_gemma":0.002954073,"domain_scores_codex":[0.9567469,0.02589267,0.007525084,0.003098787,0.006096972,0.0006395379],"domain_scores_gemma":[0.7654395,0.1460441,0.05754349,0.01236693,0.01695422,0.001651699],"domain_codex":null,"domain_gemma":"reporting","domain_candidate":"reporting","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001707438,0.00002400943,0.9873213,0.000137644,0.00009745684,0.00004327345,0.001826308,0.0001312161,0.0006506328,0.00003579183,0.0002505857,0.009311059],"study_design_scores_gemma":[0.000009770363,0.0002302098,0.9946431,0.00007559054,0.00004408434,0.0003624787,0.001884255,0.0009162769,0.0009340549,0.00009361483,0.0007860188,0.00002053922],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9955891,0.0004515614,0.002782003,0.0001431896,0.00002484033,0.0000805295,0.0002548394,0.00003072201,0.0006430976],"genre_scores_gemma":[0.9978619,0.0001025951,0.001553157,0.00006442028,0.00001722723,0.00006386643,0.0002572777,0.000008948524,0.00007055307],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9699852,"threshold_uncertainty_score":0.1587351,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02330869458002382,"score_gpt":0.2836231159705677,"score_spread":0.2603144213905439,"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."}}