{"id":"W4392537355","doi":"","title":"Development of a predictive model of therapeutic response and toxicity in cervical cancer : from imaging to the clinical practice","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Endometrial and Cervical Cancer Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Clinical Practice; Medicine; Cervical cancer; Toxicity; Cancer; Oncology; Medical physics; Intensive care medicine; Internal medicine; Family medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.005940794,0.001148257,0.001654293,0.002147289,0.0004495684,0.00361354,0.001818009,0.002140441,0.002855593],"category_scores_gemma":[0.02332298,0.0006451482,0.001473767,0.001486048,0.000669563,0.001269971,0.001040841,0.002329595,0.0007910643],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001697482,"about_ca_system_score_gemma":0.002978102,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01315229,"about_ca_topic_score_gemma":0.00696848,"domain_scores_codex":[0.9984996,0.0006470748,0.0001171467,0.0003565733,0.0002301345,0.00014948],"domain_scores_gemma":[0.9893934,0.008122205,0.0008328964,0.0003476419,0.0009444624,0.0003593822],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001326211,0.0006633844,0.2508765,0.0003331048,0.0006798616,0.0006634996,0.0002798729,0.5491664,0.001355468,0.002863247,0.005430013,0.1863624],"study_design_scores_gemma":[0.00004551288,0.000247577,0.01202304,0.00006665492,0.0001201307,0.0001416505,0.00004861371,0.9837442,0.0003201527,0.002291454,0.0009281816,0.00002288145],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5882097,0.007034609,0.3792812,0.01023206,0.0004522305,0.0009285777,0.003719642,0.002032951,0.008108964],"genre_scores_gemma":[0.9655686,0.001177593,0.02888402,0.0004217884,0.0001695302,0.000425223,0.001480367,0.0000531266,0.001819695],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01315229,"threshold_uncertainty_score":0.03141832,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1006747641015076,"score_gpt":0.4170420076745087,"score_spread":0.3163672435730011,"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."}}