{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00134621,0.0004550471,0.0005924224,0.001066704,0.0005447138,0.001607123,0.000654129,0.00120199,0.004228402],"category_scores_gemma":[0.00121261,0.0001462477,0.0006156693,0.0004779347,0.0009973984,0.002505419,0.001587113,0.002269535,0.0007115846],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007710904,"about_ca_system_score_gemma":0.001463937,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000516339,"about_ca_topic_score_gemma":0.002135794,"domain_scores_codex":[0.9996372,0.0001248154,0.00003764208,0.0000516861,0.00009202538,0.00005657734],"domain_scores_gemma":[0.9994211,0.0003024302,0.00007056061,0.00002833221,0.00008939736,0.00008820044],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001479033,0.0001892614,0.0009486317,0.008652807,0.0001092167,0.0007270953,0.0005583543,0.0003456432,0.002824206,0.01976936,0.01578941,0.9499382],"study_design_scores_gemma":[0.0000588589,0.0006026542,0.003297411,0.01044632,0.0001818896,0.004940947,0.001641122,0.0002933166,0.001522171,0.0211082,0.9558657,0.00004143505],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001989203,0.978141,0.001492614,0.01122643,0.001235674,0.00002031913,0.00001320537,0.00002566659,0.00585593],"genre_scores_gemma":[0.01787774,0.9702517,0.003035531,0.004418351,0.001877798,0.0000407704,0.0000394779,0.000008515952,0.002450132],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004228402,"threshold_uncertainty_score":0.01414543,"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."}}