{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.03950951,0.0005853887,0.0005314251,0.0009812074,0.0004743044,0.000728938,0.0006151962,0.000856666,0.001112897],"category_scores_gemma":[0.05424042,0.0003321128,0.001166579,0.0007566354,0.0007315481,0.001009925,0.002098701,0.0003899842,0.0003487851],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005811866,"about_ca_system_score_gemma":0.0007915911,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009518535,"about_ca_topic_score_gemma":0.001071409,"domain_scores_codex":[0.9662615,0.02667512,0.002169265,0.002152309,0.002217263,0.0005246572],"domain_scores_gemma":[0.9356876,0.03250352,0.008495491,0.01007584,0.01158174,0.001655795],"domain_codex":null,"domain_gemma":"reproducibility","domain_candidate":"reproducibility","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01412434,0.005004961,0.8264857,0.0004504188,0.0008192943,0.000237123,0.004104383,0.001391639,0.006092966,0.0002150459,0.0006062024,0.140468],"study_design_scores_gemma":[0.0007424136,0.02181041,0.956122,0.0001153531,0.0006475657,0.0006044328,0.001021494,0.006992766,0.00956576,0.0001508992,0.002148038,0.00007883338],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.995136,0.0003718563,0.00328018,0.0000359651,0.00002136745,0.0003390015,0.00004385018,0.00003464144,0.0007372712],"genre_scores_gemma":[0.9943757,0.000079139,0.004758234,0.00004586338,0.00002378601,0.0003433658,0.00008705009,0.00001922269,0.000267602],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9604905,"threshold_uncertainty_score":0.2089487,"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."}}