{"id":"W2728214660","doi":"10.2196/cancer.6987","title":"Cancer-Related Fatigue in Post-Treatment Cancer Survivors: Theory-Based Development of a Web-Based Intervention","year":2017,"lang":"en","type":"article","venue":"JMIR Cancer","topic":"Cancer survivorship and care","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cancer-related fatigue; Coping (psychology); Cancer; Intervention (counseling); Medicine; Cancer treatment; Web application; Psychotherapist; Physical therapy; Clinical psychology; Psychology; Psychiatry; Internal medicine; World Wide Web; Computer science","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003364006,0.0003477218,0.0006050568,0.0002587248,0.0001677098,0.0000398029,0.0002599296,0.000199433,0.002114406],"category_scores_gemma":[0.0000311436,0.0002928488,0.0002730897,0.0002206285,0.0001320294,0.0001157755,0.00004423457,0.0002086418,0.000008448917],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001796626,"about_ca_system_score_gemma":0.002537755,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.07493633,"about_ca_topic_score_gemma":0.5851634,"domain_scores_codex":[0.9979349,0.0001152922,0.0006305965,0.0004885935,0.0004125471,0.0004180041],"domain_scores_gemma":[0.9982515,0.00006126315,0.0005004538,0.0006976882,0.0003273747,0.0001617362],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003227922,0.001561745,0.6089519,0.001276185,0.0007451439,0.0000507326,0.008037062,0.0005987848,0.007603236,0.0001383683,0.0001640675,0.3676449],"study_design_scores_gemma":[0.0212741,0.0007982318,0.8168481,0.006539087,0.0004498832,0.000001735459,0.0009200085,0.002312792,0.09780366,0.00005688102,0.05210759,0.0008879452],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9917011,0.002899604,0.00009355036,0.001652463,0.001149697,0.001240977,0.0002026354,0.0000901704,0.0009697867],"genre_scores_gemma":[0.9944413,0.0002036066,0.000127338,0.0002914059,0.000110829,0.003383906,0.00007665285,0.00005592075,0.001309037],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.510227,"threshold_uncertainty_score":0.9999524,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03471045795610327,"score_gpt":0.3621106763977347,"score_spread":0.3274002184416314,"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."}}