{"id":"W3028815527","doi":"10.2196/17272","title":"Influence of the Business Revenue, Recommendation, and Provider Models on Mobile Health App Adoption: Three-Country Experimental Vignette Study","year":2020,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Fundación Bancaria Caixa d'Estalvis i Pensions de Barcelona","keywords":"mHealth; Download; Vignette; Business; Willingness to pay; Health care; Affect (linguistics); Internet privacy; Marketing; Medicine; Psychology; Nursing; Psychological intervention; Social psychology; World Wide Web; Economics; Computer science","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":[0.01097252,0.0009792793,0.0008872134,0.0009417537,0.00275381,0.00251761,0.001502677,0.002522286,0.006086455],"category_scores_gemma":[0.03297773,0.001311391,0.001233166,0.0009026281,0.002361816,0.002570729,0.002025939,0.002777664,0.0006828288],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002900361,"about_ca_system_score_gemma":0.001910075,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003737291,"about_ca_topic_score_gemma":0.004266224,"domain_scores_codex":[0.9917224,0.006072895,0.0004647872,0.0005869952,0.0004721774,0.0006808403],"domain_scores_gemma":[0.9545575,0.03527892,0.003994829,0.002824166,0.001816998,0.001527688],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"nonrandomized_trial","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.03900804,0.5113885,0.2345615,0.001437132,0.000589994,0.002686059,0.1479546,0.007758832,0.0128993,0.005131379,0.002735472,0.03384916],"study_design_scores_gemma":[0.02572404,0.3068797,0.4335811,0.0005453767,0.0009670659,0.001674947,0.162651,0.0310035,0.01790864,0.00525352,0.01271063,0.001100559],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989913,0.000008178023,0.000209691,0.00002593204,0.000004398534,0.0004426225,0.00004517007,0.00000285258,0.0002697968],"genre_scores_gemma":[0.9914017,0.00005695051,0.002813597,0.00014621,0.00001563243,0.004670004,0.000233492,0.000005972932,0.0006563809],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01097252,"threshold_uncertainty_score":0.05802888,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0810134240149801,"score_gpt":0.4361426815099632,"score_spread":0.3551292574949831,"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."}}