{"id":"W2897291870","doi":"10.2196/11978","title":"An Interactive Web Portal for Tracking Oncology Patient Physical Activity and Symptoms: Prospective Cohort Study","year":2018,"lang":"en","type":"article","venue":"JMIR Cancer","topic":"Cancer survivorship and care","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Physical activity; Psychological intervention; Medicine; Prospective cohort study; Cohort; Activity tracker; Physical therapy; Tracking (education); Oncology; Internal medicine; Psychology; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008154048,0.0001609315,0.0003726539,0.00005188354,0.00009412505,0.00002109678,0.00004572155,0.00006577452,0.00008589984],"category_scores_gemma":[0.00001602323,0.0001347088,0.00006795295,0.0001093676,0.0001337342,0.0001887744,0.00003067696,0.0001886705,0.00000243666],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004033244,"about_ca_system_score_gemma":0.0002394655,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007367811,"about_ca_topic_score_gemma":0.01032317,"domain_scores_codex":[0.9989632,0.00004964332,0.0001097905,0.0004616589,0.0001940538,0.0002216923],"domain_scores_gemma":[0.9992087,0.00005937093,0.0001024538,0.0002028102,0.0002979925,0.0001286989],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003266308,0.002487059,0.7609148,0.00004137222,0.0003613952,0.00002246425,0.03319864,4.491698e-7,0.004246819,0.00002871535,0.000390118,0.1950418],"study_design_scores_gemma":[0.002383776,0.01307762,0.9673985,0.00006100456,0.0002378996,0.00001486706,0.006519949,0.0005192485,0.004696149,0.00003244693,0.004852517,0.0002060572],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9942942,0.00003301474,0.0000258027,0.0001374025,0.000575867,0.002998877,0.00006138731,0.00006117279,0.001812262],"genre_scores_gemma":[0.99595,0.00000403718,0.000007857573,0.0001798031,0.001097838,0.002617191,0.000006652527,0.00002810067,0.0001084524],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2064836,"threshold_uncertainty_score":0.5760573,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0160245533978709,"score_gpt":0.3821521878301772,"score_spread":0.3661276344323063,"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."}}