{"id":"W4292291444","doi":"10.3390/curroncol29080456","title":"Value-Based Care in Systemic Therapy: The Way Forward","year":2022,"lang":"en","type":"article","venue":"Current Oncology","topic":"Economic and Financial Impacts of Cancer","field":"Economics, Econometrics and Finance","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Value (mathematics); Systemic therapy; Health care; Intensive care medicine; Cancer therapy; Healthcare delivery; Cancer; Clinical Practice; Risk analysis (engineering); Medical physics; Nursing; Computer science; Internal medicine; Breast cancer; Economics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000653401,0.0001357961,0.0004152039,0.0001830185,0.0002062219,0.0000230565,0.0004339821,0.00006519752,0.0005523764],"category_scores_gemma":[0.00005089549,0.0001295023,0.0001347755,0.0002079859,0.00007059849,0.00007635968,0.00009965895,0.000398898,0.0001519363],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001269134,"about_ca_system_score_gemma":0.0001830229,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001596959,"about_ca_topic_score_gemma":0.00007772524,"domain_scores_codex":[0.9986936,0.00007395846,0.0005281545,0.0003279666,0.00003153203,0.0003447519],"domain_scores_gemma":[0.9991882,0.0001026861,0.0003210988,0.0003157799,0.00002217663,0.00004999323],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004730255,0.0006387605,0.3445002,0.0001258532,0.00006247978,0.00001759226,0.00899501,0.01139591,0.00001374987,0.2924406,0.01357949,0.3277573],"study_design_scores_gemma":[0.001749765,0.0003773029,0.01559724,0.000009187165,0.000003010467,0.000005743451,0.0008160439,0.001331469,0.000009368132,0.005926753,0.9739798,0.0001942759],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8449957,0.1134858,0.0005274805,0.002685169,0.006369335,0.0008540406,0.0003241755,0.00004663381,0.03071162],"genre_scores_gemma":[0.9976651,0.0007655108,0.00002078396,0.0008169397,0.0002033498,0.0003787662,0.00002586162,0.00002117276,0.0001024905],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9604003,"threshold_uncertainty_score":0.6048134,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08520814613819437,"score_gpt":0.3189090633363417,"score_spread":0.2337009171981473,"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."}}