{"id":"W4409242339","doi":"10.3390/bs15040487","title":"Content Moderator Mental Health and Associations with Coping Styles: Replication and Extension of Previous Studies","year":2025,"lang":"en","type":"article","venue":"Behavioral Sciences","topic":"Communication in Education and Healthcare","field":"Psychology","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Moderation; Mental health; Psychology; Psychological intervention; Coping (psychology); Distress; Quarter (Canadian coin); Population; Clinical psychology; Sample (material); Applied psychology; Social psychology; Psychiatry; Medicine; Environmental health","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003992561,0.00005025317,0.0001297764,0.0000696573,0.0004625851,0.0000211585,0.00007485502,0.00002194526,0.000007321329],"category_scores_gemma":[0.00003087964,0.00003929753,0.00000857686,0.0001954693,0.0002956166,0.00006656582,0.00004221465,0.00004774676,4.203778e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005533018,"about_ca_system_score_gemma":0.0001425626,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007301203,"about_ca_topic_score_gemma":0.0005314642,"domain_scores_codex":[0.9992738,0.000102319,0.0002116711,0.0002213502,0.00009704733,0.00009383692],"domain_scores_gemma":[0.9993772,0.00005898129,0.0001652164,0.0002200738,0.0001333749,0.00004514063],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002153716,0.0002871946,0.8638794,0.00005061631,0.00002077789,7.753849e-8,0.03654272,7.046272e-7,0.0003195089,0.04302596,0.003971878,0.05187966],"study_design_scores_gemma":[0.0003684812,0.0004052439,0.9078383,0.0001890633,0.00001561979,0.000003478268,0.08929937,0.00002429757,0.00004674961,0.000247819,0.001486054,0.00007550876],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9711089,0.01129777,0.00003292822,0.01678146,0.0001013098,0.0003700073,0.00001165785,0.00001905246,0.000276894],"genre_scores_gemma":[0.9969022,0.0009597089,0.001180039,0.0006417531,0.000004785146,0.00005581701,0.000007861322,0.000001819266,0.0002460431],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05275666,"threshold_uncertainty_score":0.3557877,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.366976285939317,"score_gpt":0.5466550119284759,"score_spread":0.1796787259891589,"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."}}