{"id":"W4213195345","doi":"10.2196/29292","title":"Communicating Treatment-Related Symptoms Using Passively Collected Data and Satisfaction/Loyalty Ratings: Exploratory Study","year":2022,"lang":"en","type":"article","venue":"JMIR Cancer","topic":"Cancer survivorship and care","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Loyalty; Metadata; Patient satisfaction; Psychology; Medicine; Family medicine; Computer science; Nursing; World Wide Web; Business; Marketing","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":[0.0001801235,0.0001872931,0.0003429932,0.0000993313,0.0007115235,0.00003723979,0.0001747809,0.00004269592,0.0006336326],"category_scores_gemma":[0.00002185187,0.0001774222,0.00003808921,0.0005426308,0.00006165475,0.0001396391,0.0004418311,0.0003087926,0.000001638988],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008700922,"about_ca_system_score_gemma":0.0004761745,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008332611,"about_ca_topic_score_gemma":0.01590176,"domain_scores_codex":[0.9984635,0.0002771883,0.000303708,0.0004274797,0.0003083194,0.0002198731],"domain_scores_gemma":[0.9986383,0.00008721421,0.0001926396,0.0008911175,0.00008171125,0.0001090259],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004023515,0.0005096467,0.9114079,0.00005497003,0.0006871092,0.00005637517,0.03998569,0.0001113677,0.002516074,0.000008303824,0.001675681,0.04258449],"study_design_scores_gemma":[0.02082499,0.004150629,0.6988416,0.0003621373,0.001628498,0.0001800321,0.1829996,0.02040894,0.0002938476,0.00002535297,0.06908827,0.001196179],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9949822,0.002458494,0.000005029196,0.0002887535,0.0003470155,0.001242755,0.0002873426,0.0001188716,0.0002695448],"genre_scores_gemma":[0.9978238,0.0001143182,0.00004599452,0.0002538728,0.00008088927,0.001013094,0.0001263053,0.00004315413,0.0004985153],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2125664,"threshold_uncertainty_score":0.998271,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06765305640152906,"score_gpt":0.3591662113657613,"score_spread":0.2915131549642322,"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."}}