{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01225478,0.0004932967,0.0005229974,0.001331987,0.001265422,0.001474929,0.0007691504,0.0006353087,0.002622342],"category_scores_gemma":[0.0241344,0.000480102,0.001093069,0.001533334,0.001052178,0.001446149,0.001648964,0.001391292,0.0005833277],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000981472,"about_ca_system_score_gemma":0.001620927,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0033215,"about_ca_topic_score_gemma":0.00432817,"domain_scores_codex":[0.9903657,0.007005479,0.0005020266,0.0004198148,0.0009990478,0.0007079426],"domain_scores_gemma":[0.974019,0.0159633,0.005176133,0.001255795,0.002287786,0.001297943],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006355186,0.00516989,0.9715526,0.0001685818,0.000175893,0.0001521657,0.01107974,0.00006238237,0.0002770756,0.0001267196,0.0002629473,0.01033658],"study_design_scores_gemma":[0.0001320684,0.007785941,0.9608458,0.0001200331,0.000182629,0.0003755949,0.02808404,0.0009773398,0.0003874605,0.0001589328,0.0009076162,0.0000426208],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990651,0.00004296822,0.0001797322,0.00002145034,0.000001765431,0.0001850914,0.00009847481,0.000001898662,0.0004035357],"genre_scores_gemma":[0.9985293,0.00006088787,0.0005377176,0.00007631357,0.000006516526,0.0004382805,0.0001493365,0.000002930829,0.0001987009],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01225478,"threshold_uncertainty_score":0.06481022,"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."}}