{"id":"W2078185571","doi":"10.3389/fnhum.2014.00712","title":"The relationship between self-report of depression and media usage","year":2014,"lang":"en","type":"article","venue":"Frontiers in Human Neuroscience","topic":"Media Influence and Health","field":"Arts and Humanities","cited_by":46,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kellogg's (Canada)","funders":"","keywords":"Depression (economics); Social media; Mental health; Psychology; The Internet; Psychiatry; Medicine; Clinical psychology; Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001217207,0.0001394376,0.000226235,0.001444755,0.0002556008,0.0007262421,0.0002695837,0.0002745547,0.00141216],"category_scores_gemma":[0.008035015,0.0001882189,0.0002642147,0.001216712,0.0002410307,0.0003749571,0.0004865621,0.0005461828,0.0002196405],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001791304,"about_ca_system_score_gemma":0.0001035015,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003530693,"about_ca_topic_score_gemma":0.006379377,"domain_scores_codex":[0.9989054,0.0003967959,0.0001951606,0.0001337371,0.0002957785,0.00007302705],"domain_scores_gemma":[0.9890903,0.003849308,0.005032378,0.0004853531,0.0008601875,0.0006826322],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001699084,0.00001405457,0.9987017,0.000007270383,0.0000423824,0.00001055063,0.00007025235,0.000007626697,0.0000539975,0.000007987544,0.00005623898,0.001011053],"study_design_scores_gemma":[8.581077e-7,0.00001636119,0.9997142,0.000003586124,0.000006867995,0.00003751263,0.00009216905,0.00004487131,0.00001934249,0.000007039043,0.00005612718,0.000001096853],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997493,0.0002877176,0.0001266684,0.0001142582,0.00001147597,0.0000158663,0.000738118,0.000005372166,0.001207362],"genre_scores_gemma":[0.9987594,0.0001964972,0.0001584813,0.00005160053,0.00001697103,0.00001516357,0.0005834487,0.000001891688,0.0002165233],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003530693,"threshold_uncertainty_score":0.007020235,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06452480333055784,"score_gpt":0.2923177397966553,"score_spread":0.2277929364660974,"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."}}