{"id":"W4406085215","doi":"10.1007/s13187-024-02560-4","title":"Informational Needs of Lung Cancer Patients and Caregivers","year":2025,"lang":"en","type":"article","venue":"Journal of Cancer Education","topic":"Family Support in Illness","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"University Health Network; Toronto General Hospital; University of Toronto; Institute for Work & Health; Princess Margaret Cancer Centre; Queen's University","funders":"Princess Margaret Cancer Foundation","keywords":"Medicine; Lung cancer; Cancer; Intensive care medicine; Family medicine; Oncology; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001922832,0.00003866589,0.00009283442,0.0002186559,0.00009427407,0.00002101207,0.00009822879,0.00003826825,0.0001159038],"category_scores_gemma":[0.00008885064,0.00003655951,0.00002886168,0.000314393,0.00008231816,0.0004378355,0.00001036729,0.00006599786,1.624101e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003549623,"about_ca_system_score_gemma":0.003253588,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003512182,"about_ca_topic_score_gemma":0.0005063353,"domain_scores_codex":[0.9993639,0.00002823298,0.000245841,0.00002585105,0.0002628879,0.0000733026],"domain_scores_gemma":[0.9987746,0.00004686259,0.0003490358,0.00003170268,0.0007527295,0.00004507917],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002234168,0.00004872058,0.869424,0.0000614033,0.00004136972,2.347228e-8,0.03497731,0.0000573689,0.00001089674,0.00380645,0.03433756,0.05721255],"study_design_scores_gemma":[0.0005735302,0.00002660789,0.8146886,0.0004139952,0.0001139523,2.553568e-7,0.04808322,0.00002801846,0.0002238001,0.0007853969,0.1349599,0.0001027132],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9816896,0.001760678,0.00002318323,0.002481401,0.003310128,0.00008962141,0.000007209753,0.000002150259,0.01063608],"genre_scores_gemma":[0.9977111,0.0009195851,0.00004367707,0.0002771867,0.0001732304,0.000007966602,0.000001566458,0.000001892358,0.0008638386],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1006223,"threshold_uncertainty_score":0.5771725,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007317359261111382,"score_gpt":0.363569346639124,"score_spread":0.3562519873780127,"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."}}