{"id":"W3024559336","doi":"10.2196/17408","title":"Mobile App for Symptom Management and Associated Quality of Life During Systemic Treatment in Early Stage Breast Cancer: Nonrandomized Controlled Prospective Cohort Study","year":2020,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Cancer survivorship and care","field":"Medicine","cited_by":40,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Quality of life (healthcare); Breast cancer; Cohort; Cancer; Physical therapy; Prospective cohort study; Stage (stratigraphy); Internal medicine; Nursing","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002374704,0.0008227407,0.001431885,0.0005657317,0.001022297,0.00113292,0.0005236489,0.00109741,0.00351684],"category_scores_gemma":[0.003763448,0.0007293053,0.001550603,0.000743519,0.000686648,0.0007801218,0.0005721901,0.001622691,0.0007624297],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000531704,"about_ca_system_score_gemma":0.001176547,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002458702,"about_ca_topic_score_gemma":0.00370181,"domain_scores_codex":[0.9985291,0.0005047694,0.0001575792,0.0003507803,0.00021971,0.0002380705],"domain_scores_gemma":[0.9978244,0.0004741127,0.0007507672,0.000265466,0.0003498438,0.0003353856],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.3685196,0.08277657,0.5028289,0.00314422,0.00630645,0.0004942787,0.001692284,0.0001839645,0.003075504,0.000194019,0.002927767,0.0278565],"study_design_scores_gemma":[0.06440849,0.1904493,0.7345095,0.0003172537,0.00423533,0.0002984256,0.001287983,0.0005804313,0.0005777788,0.0002047163,0.003013018,0.000117767],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9953556,0.0008123677,0.0001740245,0.00005315654,0.00006371745,0.002688126,0.0005047577,0.000009178545,0.0003390171],"genre_scores_gemma":[0.9907976,0.0006641007,0.0006881637,0.0003116569,0.0001200328,0.005717376,0.0005966179,0.000007964063,0.00109647],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00351684,"threshold_uncertainty_score":0.01255882,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02718067614764428,"score_gpt":0.3584620470386126,"score_spread":0.3312813708909683,"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."}}