{"id":"W2915499290","doi":"10.2196/12825","title":"Use of the Smartphone App WhatsApp as an E-Learning Method for Medical Residents: Multicenter Controlled Randomized Trial","year":2019,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":62,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Randomized controlled trial; Smartphone application; mHealth; Smartphone app; Medicine; Multimedia; Psychology; Computer science; Internet privacy; Psychological intervention; Nursing; Surgery","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":[0.005984881,0.001597674,0.004445816,0.000882685,0.0008730124,0.001448684,0.001259998,0.003577363,0.007044994],"category_scores_gemma":[0.007673971,0.001026929,0.002725518,0.0009590504,0.001865012,0.001436956,0.000799373,0.001743311,0.0008133856],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001148097,"about_ca_system_score_gemma":0.002602972,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00108147,"about_ca_topic_score_gemma":0.001491695,"domain_scores_codex":[0.9942824,0.003543754,0.0006148421,0.0007445051,0.0004501585,0.0003644068],"domain_scores_gemma":[0.9940782,0.002268498,0.001570796,0.0004519077,0.0006292528,0.001001485],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.9672523,0.01896019,0.001034803,0.001488008,0.001246323,0.00003559662,0.00009397755,0.00009906318,0.0008636783,0.00007166056,0.0002918073,0.008562639],"study_design_scores_gemma":[0.850391,0.1457036,0.001818923,0.0001146789,0.0009621424,0.00001607427,0.00006071421,0.0002112326,0.0002682809,0.00006417109,0.0003732257,0.00001607187],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9421942,0.006509182,0.001666471,0.0007480193,0.001195031,0.04553979,0.0007853721,0.0001337588,0.00122823],"genre_scores_gemma":[0.9074527,0.003732212,0.006086262,0.001314981,0.001289065,0.07736977,0.0005154272,0.00002312304,0.002216382],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007044994,"threshold_uncertainty_score":0.0316515,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06267499753193492,"score_gpt":0.4794203820431645,"score_spread":0.4167453845112296,"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."}}