{"id":"W4412653552","doi":"10.1097/ncc.0000000000001530","title":"Ecological Momentary Mobile Cognitive Screening for Cancer-Related Cognitive Impairment Among Patients With Lung Cancer","year":2025,"lang":"en","type":"article","venue":"Cancer Nursing","topic":"Cancer-related cognitive impairment studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Lung cancer; Cognitive impairment; Cognition; Cancer; Gerontology; Oncology; Ecology; Internal medicine; Psychiatry; Biology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001728996,0.0006280527,0.0009261183,0.0003652663,0.0006847598,0.00005265612,0.0001245293,0.0002546521,0.0006127493],"category_scores_gemma":[0.00007809487,0.0005408626,0.0002485805,0.0009052909,0.0006439897,0.0002775038,0.00008373538,0.0005843487,0.000002616503],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003242956,"about_ca_system_score_gemma":0.0007051149,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00059586,"about_ca_topic_score_gemma":0.0002358515,"domain_scores_codex":[0.9966744,0.00009222964,0.0006279135,0.001042008,0.0005078963,0.001055537],"domain_scores_gemma":[0.9974394,0.0004499694,0.0003659689,0.0001755674,0.001289101,0.0002799206],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.006547598,0.001770577,0.8691351,0.0004954457,0.004836944,0.00002043372,0.003272904,0.0003749457,0.00003728241,0.00000875867,0.005619288,0.1078807],"study_design_scores_gemma":[0.02548099,0.001947946,0.9300742,0.02492062,0.006938209,0.000002492691,0.005276627,0.002442305,0.001644107,0.00004512265,0.0004740735,0.0007533733],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9753215,0.007770515,0.001714328,0.001468148,0.001861861,0.009238138,0.0009176819,0.0003255667,0.001382273],"genre_scores_gemma":[0.9844221,0.0008458938,0.0001801165,0.00159212,0.000294982,0.01111602,0.000323267,0.00009531916,0.001130155],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1071274,"threshold_uncertainty_score":0.9997043,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0122682599819335,"score_gpt":0.3340214063360965,"score_spread":0.321753146354163,"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."}}