{"id":"W4402672234","doi":"10.2139/ssrn.4933008","title":"Empowering Chronic Disease Self-Management: Leveraging Social Comparison and Wellness Rewards through Insurance Programs","year":2024,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Healthcare Policy and Management","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Business; Self-management; Chronic disease; Actuarial science; Psychology; Medicine; Computer science; Intensive care medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004784036,0.0002230409,0.0002672282,0.0005914454,0.0009293102,0.001758689,0.0005366878,0.0008167498,0.008587994],"category_scores_gemma":[0.01481937,0.0001359781,0.0002963061,0.0003387023,0.0009111363,0.001351965,0.00292848,0.001062288,0.0003967586],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007871441,"about_ca_system_score_gemma":0.002763695,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001498741,"about_ca_topic_score_gemma":0.003881787,"domain_scores_codex":[0.9973099,0.001768699,0.00004234481,0.0001671622,0.0002789906,0.0004328416],"domain_scores_gemma":[0.9887729,0.00671928,0.0009590843,0.0005499002,0.000261426,0.002737388],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001775742,0.01848991,0.1104372,0.0003755439,0.0002895071,0.0002963245,0.004962445,0.01167068,0.003966182,0.05126282,0.009417545,0.7870561],"study_design_scores_gemma":[0.002373233,0.01611438,0.4741282,0.001285733,0.0008559383,0.0004845627,0.01358207,0.1248704,0.00653136,0.2776429,0.08185273,0.0002785633],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.92266,0.000698382,0.01688817,0.0161846,0.0002349506,0.0002872352,0.0001186911,0.0001729661,0.04275504],"genre_scores_gemma":[0.9972745,0.00009528662,0.00157666,0.0002207192,0.00004510896,0.00004218297,0.00001116951,0.000004523533,0.0007299767],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008587994,"threshold_uncertainty_score":0.02872968,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02903904188121381,"score_gpt":0.3014055132359133,"score_spread":0.2723664713546995,"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."}}