{"id":"W4367173179","doi":"10.1097/nnr.0000000000000660","title":"An Evaluation of the Multifactorial Model of Cancer-Related Cognitive Impairment","year":2023,"lang":"en","type":"article","venue":"Nursing Research","topic":"Cancer-related cognitive impairment studies","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"University of California, San Francisco; National Institutes of Health; National Institute of Nursing Research; National Cancer Institute; Oncology Nursing Foundation","keywords":"Cognitive impairment; Cognition; Psychology; Medicine; Gerontology; Psychiatry","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":[0.002881757,0.0001164288,0.0002636611,0.0003539177,0.0002059831,0.000007768744,0.0001295336,0.0001147485,0.00008493546],"category_scores_gemma":[0.0008357319,0.00008625412,0.000103039,0.001381204,0.0005521927,0.0000726437,0.00005438481,0.0004392032,0.00001182275],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009207118,"about_ca_system_score_gemma":0.001068517,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003663502,"about_ca_topic_score_gemma":0.00004162107,"domain_scores_codex":[0.9961097,0.0004310715,0.0003377526,0.0002838795,0.002434599,0.0004030024],"domain_scores_gemma":[0.9961415,0.0003190241,0.0001206508,0.0002782996,0.003049741,0.00009078305],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.007456323,0.006321182,0.08881957,0.000682826,0.001932369,0.000006655398,0.09228174,0.02195041,0.3232906,0.0002399081,0.01086147,0.4461569],"study_design_scores_gemma":[0.01017539,0.001636418,0.4238018,0.004409074,0.0009546286,0.000002386492,0.008126173,0.4487746,0.09863301,0.003313282,0.000007035548,0.0001661566],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9937593,0.0002083976,0.000009696673,0.00115226,0.0006179504,0.002009681,0.00006901828,0.00006270857,0.002111],"genre_scores_gemma":[0.9993036,0.00009474612,0.00002002085,0.000008594983,0.0001337206,0.0001569434,0.00002298041,0.00002573778,0.0002336349],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4459907,"threshold_uncertainty_score":0.3517341,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2006741466688527,"score_gpt":0.516390554023166,"score_spread":0.3157164073543133,"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."}}