{"id":"W4285342969","doi":"10.2196/34461","title":"Molecular Classification of Endometrial Carcinoma: Protocol for a Cohort Study","year":2022,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Endometrial and Cervical Cancer Treatments","field":"Medicine","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Instituto Português de Oncologia do Porto","keywords":"Medicine; Internal medicine; Oncology; Cohort; Retrospective cohort study; Endometrial cancer; Malignancy; Lynch syndrome; Bioinformatics; Cancer; Colorectal cancer; Biology; DNA mismatch repair","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":[],"consensus_categories":[],"category_scores_codex":[0.02557677,0.001613728,0.002415248,0.004638655,0.002257296,0.001634323,0.002118218,0.001527259,0.02775531],"category_scores_gemma":[0.02057277,0.001345028,0.003246312,0.004219894,0.0009243102,0.001688987,0.003080979,0.001941433,0.006494543],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002756665,"about_ca_system_score_gemma":0.01143156,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002090168,"about_ca_topic_score_gemma":0.003992405,"domain_scores_codex":[0.9883541,0.00474056,0.003714547,0.001092511,0.001433485,0.0006647386],"domain_scores_gemma":[0.984924,0.002197725,0.00226796,0.002955676,0.00658526,0.001069409],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.07414909,0.01081787,0.2246141,0.03610542,0.00279812,0.003514142,0.004148544,0.010017,0.02029984,0.01980863,0.2154801,0.3782471],"study_design_scores_gemma":[0.02919649,0.01471626,0.2770329,0.01130112,0.001674458,0.00293302,0.003339044,0.007456239,0.005228987,0.008040974,0.6385621,0.000518529],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.01693909,0.00107976,0.01879371,0.0005247291,0.0004499902,0.925912,0.02985357,0.0002185304,0.006228716],"genre_scores_gemma":[0.009715538,0.0007219493,0.0256171,0.0003395763,0.0000824111,0.9490076,0.0133637,0.00003620382,0.001115783],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.02775531,"threshold_uncertainty_score":0.1352645,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3695879915884684,"score_gpt":0.5789083754809983,"score_spread":0.2093203838925299,"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."}}