{"id":"W4406054849","doi":"10.18103/mra.v12i12.6190","title":"Innovative Approaches to Non-Metastatic Anal Cancer: Bridging Today and Tomorrow","year":2024,"lang":"en","type":"article","venue":"Medical Research Archives","topic":"Colorectal and Anal Carcinomas","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Cancer Agency","funders":"","keywords":"Bridging (networking); Anal cancer; Medicine; Computer science; Cancer; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"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":[0.001102655,0.0001358562,0.0002870864,0.000615074,0.000135632,0.00007678509,0.0001511571,0.00003473731,0.0004040012],"category_scores_gemma":[0.00153531,0.00009452275,0.00005474576,0.001338236,0.0005927727,0.00006175382,0.0003472575,0.0009546343,0.00004591374],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004885329,"about_ca_system_score_gemma":0.0008721659,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002712405,"about_ca_topic_score_gemma":0.0001476155,"domain_scores_codex":[0.997345,0.0001616194,0.0002185602,0.0004563901,0.001239473,0.0005789808],"domain_scores_gemma":[0.9979477,0.0009905163,0.00001011922,0.0001426193,0.00005488457,0.0008541503],"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":[0.0003527336,0.00009919269,0.007088403,0.0007805115,0.0001226956,0.001566351,0.004260877,0.000001165618,0.004829664,0.003104173,0.004677603,0.9731166],"study_design_scores_gemma":[0.003757638,0.007459424,0.5253387,0.01231963,0.0001665636,0.001160971,0.006861415,0.2728525,0.019366,0.01627043,0.1332722,0.001174543],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9325175,0.003656333,0.002108646,0.04688359,0.00009677489,0.0005060292,0.00002296905,0.00006050896,0.01414759],"genre_scores_gemma":[0.9952302,0.0003675166,0.0006126497,0.0004267279,0.0004803688,0.000138774,0.00001553711,0.00002090687,0.002707349],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9719421,"threshold_uncertainty_score":0.4423529,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1836779728295505,"score_gpt":0.4053208295911079,"score_spread":0.2216428567615574,"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."}}