{"id":"W4403760664","doi":"10.1016/j.brachy.2024.08.250","title":"Skin Posters PO0701","year":2024,"lang":"en","type":"article","venue":"Brachytherapy","topic":"Dupuytren's Contracture and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Greenfield Research (Canada)","funders":"","keywords":"Medicine; Dermatology","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":[0.00004833746,0.0001338911,0.0001680732,0.00009313842,0.00003049961,0.000049844,0.00003843866,0.00006567816,0.0005900816],"category_scores_gemma":[0.000004890819,0.00009384807,0.0001282325,0.0001416514,0.00002238349,0.00009390564,0.000006034546,0.000117265,0.0006500592],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004118567,"about_ca_system_score_gemma":0.00005538346,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002465475,"about_ca_topic_score_gemma":0.000007773176,"domain_scores_codex":[0.9993027,0.00001362826,0.0001211348,0.0002260498,0.0001476965,0.0001887724],"domain_scores_gemma":[0.9996192,0.000043223,0.00001400401,0.0002103486,0.00001860756,0.00009462158],"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":[0.0003281652,0.0002860473,0.006599479,0.00007949032,0.0007606031,0.001995828,0.001071104,7.9215e-7,0.005333884,0.001659489,0.01621429,0.9656708],"study_design_scores_gemma":[0.002998526,0.000859644,0.08284969,0.0002436634,0.0002171628,0.0007768259,0.00006264859,0.0001234754,0.008545003,0.001050741,0.9020072,0.000265392],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.931651,0.01340531,0.0002493357,0.0108196,0.001065732,0.0005065608,0.00001596658,0.000484313,0.04180218],"genre_scores_gemma":[0.9836785,0.0002221945,0.0002980032,0.003147229,0.0003516666,0.00001755102,0.0000404091,0.00003525137,0.01220918],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9654055,"threshold_uncertainty_score":0.8355412,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007771847741429537,"score_gpt":0.2930193059345557,"score_spread":0.2852474581931262,"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."}}