{"id":"W3133489676","doi":"10.2196/19408","title":"e-Learning for Instruction and to Improve Reproducibility of Scoring Tumor-Stroma Ratio in Colon Carcinoma: Performance and Reproducibility Assessment in the UNITED Study","year":2021,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Colorectal Cancer Surgical Treatments","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Reproducibility; Stroma; Medicine; H&E stain; Scoring system; Medical physics; Pathology; Nuclear medicine; Internal medicine; Staining; Mathematics; Statistics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01018153,0.0001094526,0.000326616,0.0002830181,0.0001434872,0.00003107496,0.00006985699,0.00003446758,0.000005531451],"category_scores_gemma":[0.002446613,0.00008110878,0.00002587257,0.001351407,0.0001458291,0.0001997217,0.0002311528,0.000590036,3.097078e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004852737,"about_ca_system_score_gemma":0.000240063,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003842373,"about_ca_topic_score_gemma":0.0002178776,"domain_scores_codex":[0.9968885,0.000813061,0.0004412397,0.001094804,0.0004756208,0.0002868227],"domain_scores_gemma":[0.9978787,0.0004581229,0.00007640931,0.001037465,0.000479884,0.00006940112],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001408993,0.0007587339,0.9675009,0.0004534406,0.00001697992,0.00001916948,0.01633078,0.00002131096,0.002637233,0.00002205674,0.000004114835,0.01082632],"study_design_scores_gemma":[0.003272871,0.005864865,0.9641062,0.0001092653,0.000008363889,0.0000209634,0.01529813,0.002213041,0.008966564,0.00004678079,0.00003273594,0.00006020262],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9953747,0.00003452462,0.000006258978,0.0004348372,0.00005128974,0.003896048,0.00000504625,0.000007895058,0.000189371],"genre_scores_gemma":[0.9987152,0.00001174073,0.0001205525,0.0000112855,0.00002448881,0.001058741,0.00001322258,0.000007572189,0.0000372142],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01076612,"threshold_uncertainty_score":0.3528735,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07677436219930645,"score_gpt":0.4271947314903539,"score_spread":0.3504203692910475,"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."}}