{"id":"W2989569936","doi":"10.1200/jco.2019.37.31_suppl.27","title":"A prototype mobile application to improve communication about symptom management.","year":2019,"lang":"en","type":"article","venue":"Journal of Clinical Oncology","topic":"Health Education and Validation","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Usability; Distress; Quality of life (healthcare); Population; Fast track; Intervention (counseling); Emergency department; Physical therapy; Psychiatry; Nursing; Clinical psychology; Surgery","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":[],"consensus_categories":[],"category_scores_codex":[0.008279057,0.00005441276,0.0003501211,0.00009814843,0.0001194118,0.00002542458,0.000384602,0.0002088482,0.000307422],"category_scores_gemma":[0.00096173,0.00004795215,0.0001099469,0.0002443872,0.00007249679,0.0001992644,0.00003937356,0.0003418561,0.0005691704],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002230617,"about_ca_system_score_gemma":0.001101606,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001468484,"about_ca_topic_score_gemma":0.0001227343,"domain_scores_codex":[0.9972123,0.0009105619,0.001277138,0.0001284356,0.0003023783,0.0001692223],"domain_scores_gemma":[0.9968396,0.000970553,0.001162255,0.0002515113,0.0004799949,0.0002960654],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004416344,0.0009117704,0.03327121,0.00004238951,0.00005378201,0.000001014844,0.004535073,0.00004419179,0.00006349102,0.03628467,0.008512243,0.9158385],"study_design_scores_gemma":[0.0006867148,0.001263742,0.06294426,0.000024663,0.00001950071,7.153246e-7,0.001778614,0.00003759624,0.000006066222,0.0009180874,0.9322674,0.000052639],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8306491,0.0001241759,0.001928332,0.03486131,0.004896048,0.004378953,0.000001735374,0.00003538726,0.1231249],"genre_scores_gemma":[0.9866472,0.0006644807,0.004955972,0.003672202,0.0006767972,0.0001671936,0.000002875129,0.000007749101,0.00320555],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9237552,"threshold_uncertainty_score":0.7315724,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1186739145679559,"score_gpt":0.572145106957478,"score_spread":0.4534711923895222,"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."}}