{"id":"W6901953918","doi":"10.6084/m9.figshare.20430587","title":"Additional file 2 of Development and validation of prognostic models for anal cancer outcomes using distributed learning: protocol for the international multi-centre atomCAT2 study","year":2022,"lang":"en","type":"article","venue":"Figshare","topic":"Colorectal and Anal Carcinomas","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital","funders":"","keywords":"Protocol (science); Anal cancer; Data collection; Data file","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01005515,0.001108425,0.001181005,0.001225232,0.0007768191,0.001360967,0.002050435,0.00112286,0.6961936],"category_scores_gemma":[0.08803137,0.0008608854,0.001739629,0.001970521,0.0005201426,0.00100134,0.001085425,0.001491865,0.08877257],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001348459,"about_ca_system_score_gemma":0.003088463,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005084536,"about_ca_topic_score_gemma":0.006425959,"domain_scores_codex":[0.9961848,0.001973239,0.0006597713,0.0005420598,0.000451769,0.0001883545],"domain_scores_gemma":[0.9299728,0.05606386,0.002494932,0.005446817,0.005325127,0.0006964087],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.003020799,0.000333259,0.005133008,0.005415308,0.0003034636,0.00008231074,0.000218397,0.002406214,0.0001416191,0.001934769,0.9553953,0.02561553],"study_design_scores_gemma":[0.04543081,0.002181316,0.05647061,0.008791354,0.001636253,0.0007091189,0.0007427973,0.01335028,0.002509094,0.03352271,0.8342927,0.0003629515],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"protocol","genre_scores_codex":[0.001210571,0.00005532968,0.005561133,0.000229489,0.00007236902,0.005092759,0.9848874,0.0006545168,0.002236472],"genre_scores_gemma":[0.04073541,0.0002309209,0.03390197,0.001104523,0.0001949083,0.171538,0.7289577,0.002616675,0.02071984],"genre_candidate":"protocol","genre_consensus":null,"teacher_disagreement_score":0.6961936,"threshold_uncertainty_score":0.4333429,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1324900151072285,"score_gpt":0.3516490247816882,"score_spread":0.2191590096744597,"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."}}