{"id":"W4386299325","doi":"10.2196/43977","title":"Effect of Personalized Email-Based Reminders on Participants’ Timeliness in an Online Education Program: Randomized Controlled Trial","year":2023,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Innovative Teaching and Learning Methods","field":"Psychology","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Procrastination; Session (web analytics); Medical education; Time management; Set (abstract data type); Affect (linguistics); Test (biology); The Internet; Electronic mail; World Wide Web; Medicine; Psychology; Internet privacy; Computer science; Social psychology","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":[0.00785194,0.002822179,0.007630506,0.001406432,0.001492913,0.002278897,0.002335154,0.005925786,0.01519847],"category_scores_gemma":[0.01426937,0.001693846,0.003112229,0.001182146,0.002649165,0.002310756,0.001390153,0.005050412,0.001440285],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00173454,"about_ca_system_score_gemma":0.003549356,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001590566,"about_ca_topic_score_gemma":0.001861834,"domain_scores_codex":[0.9914882,0.004333916,0.001018562,0.001589303,0.0006584066,0.0009114798],"domain_scores_gemma":[0.9891614,0.006058113,0.00178523,0.0007860433,0.000652834,0.001556348],"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":[0.9599961,0.02728384,0.000232336,0.001459874,0.0006305814,0.00001972817,0.0001224315,0.0001687035,0.0005835954,0.00009913937,0.0003228246,0.009080849],"study_design_scores_gemma":[0.9140779,0.08336741,0.000788386,0.000113701,0.000493908,0.00000552853,0.00003493152,0.0003543686,0.0002762928,0.0001443144,0.0003233034,0.00001983558],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8818226,0.00371051,0.002499986,0.0007969714,0.002962498,0.1033005,0.001131179,0.0004995379,0.003276074],"genre_scores_gemma":[0.7884431,0.001723834,0.01063795,0.001090191,0.001238744,0.192234,0.0003575164,0.00006050698,0.004214142],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01519847,"threshold_uncertainty_score":0.05084395,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.194876913547171,"score_gpt":0.5839779138707232,"score_spread":0.3891010003235522,"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."}}