{"id":"W4390537403","doi":"10.1002/jad.12289","title":"Communication modality matters: Co‐rumination via in‐person versus digital modalities has different prospective associations with depression and friendship quality","year":2024,"lang":"en","type":"article","venue":"Journal of Adolescence","topic":"Anxiety, Depression, Psychometrics, Treatment, Cognitive Processes","field":"Psychology","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Social Sciences and Humanities Research Council of Canada; Killam Trusts; Michael Smith Health Research BC","keywords":"Rumination; Psychology; Friendship; Interpersonal communication; Developmental psychology; Interpersonal relationship; Longitudinal study; Clinical psychology; Social psychology; Cognition; Psychiatry; Medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005166551,0.0002131416,0.0003070825,0.0003907479,0.0001653678,0.0003241654,0.000209632,0.0001232497,0.00003269677],"category_scores_gemma":[0.0002546751,0.0001618908,0.00007361735,0.000471201,0.0002317783,0.001029294,0.00004063365,0.0004984657,0.000009038667],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003759273,"about_ca_system_score_gemma":0.00006419391,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009271199,"about_ca_topic_score_gemma":0.00004645631,"domain_scores_codex":[0.9982158,0.0002948543,0.0004591119,0.0003297436,0.0004751942,0.0002252719],"domain_scores_gemma":[0.9981424,0.0006665589,0.0004851616,0.0002335515,0.0003723098,0.0001000826],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009485157,0.0006943887,0.9615467,0.00009104577,0.0001599847,0.00001301287,0.007564362,0.000005651584,0.0001024775,0.0006266967,0.000233564,0.02801358],"study_design_scores_gemma":[0.001849526,0.0002959942,0.9880524,0.0006482816,0.00006705993,0.00003149052,0.005343478,0.00006887657,0.0003829567,0.002991434,0.00008480135,0.0001837112],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.979609,0.004542465,0.01071935,0.002252752,0.000524601,0.0003210008,0.00009530827,0.00005093893,0.001884588],"genre_scores_gemma":[0.9988751,0.0006329625,0.0002076833,0.00005093679,0.0001055649,0.00002518603,0.00002339349,0.00002249273,0.00005665077],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02782986,"threshold_uncertainty_score":0.6601717,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06659474926109508,"score_gpt":0.36791962415144,"score_spread":0.3013248748903449,"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."}}