{"id":"W4379646468","doi":"10.2196/preprints.43036","title":"An Entertainment-Education Video and Written Messages to Alleviate Loneliness in Germany: Pilot Randomized Controlled Study (Preprint)","year":2022,"lang":"en","type":"preprint","venue":"","topic":"Media Influence and Health","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Loneliness; Feeling; Psychology; Social connectedness; Psychological intervention; Psychosocial; Intervention (counseling); Social isolation; Social media; Clinical psychology; Social psychology; Psychotherapist; Psychiatry; Computer science; World Wide Web","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004230389,0.0004429721,0.002142602,0.0005313309,0.0002823482,0.0004705256,0.0004746076,0.00006716396,0.008728811],"category_scores_gemma":[0.0002242821,0.0003410535,0.0001666863,0.00003812076,0.0001062028,0.0001939344,0.0005944027,0.0006076269,0.00004244532],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001499181,"about_ca_system_score_gemma":0.0003678982,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01014698,"about_ca_topic_score_gemma":0.008951632,"domain_scores_codex":[0.9955077,0.001349857,0.001414845,0.0008774549,0.0004795024,0.0003706385],"domain_scores_gemma":[0.9979561,0.000484879,0.000408728,0.0007296312,0.0001766699,0.0002439852],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.2719946,0.01220991,0.01533624,0.00136088,0.001263868,0.00005916115,0.6258813,0.001444868,0.00008068786,0.06062561,0.003027879,0.006715119],"study_design_scores_gemma":[0.6972574,0.00209583,0.02151678,0.0007580809,0.0008134638,0.000003660467,0.2421738,0.002086765,0.000006687415,0.01321511,0.01796024,0.002112216],"study_design_candidate":"randomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.970766,0.0004560773,0.00003977187,0.002553828,0.001362499,0.01428166,0.00002128218,0.0001147381,0.01040411],"genre_scores_gemma":[0.9786421,0.0004958312,0.00007186097,0.003373199,0.0003970189,0.01125607,0.0000732105,0.00004051545,0.005650165],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4252628,"threshold_uncertainty_score":0.9999042,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03738926383582752,"score_gpt":0.3312910429334617,"score_spread":0.2939017790976342,"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."}}