{"id":"W4392638306","doi":"10.1089/cyber.2023.0211","title":"Does Facebook Use Provide Social Benefits to Adults with Traumatic Brain Injury?","year":2024,"lang":"en","type":"article","venue":"Cyberpsychology Behavior and Social Networking","topic":"Impact of Technology on Adolescents","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"National Center for Medical Rehabilitation Research; Agency for Healthcare Research and Quality; National Institutes of Health","keywords":"Social connectedness; Closeness; Psychology; Traumatic brain injury; Preference; Social media; Context (archaeology); Disconnection; Population; Compensation (psychology); Clinical psychology; Social network (sociolinguistics); Social psychology; Psychiatry; Medicine; 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":[0.0006157139,0.0001923553,0.0002549561,0.000496429,0.0006040461,0.001079435,0.0001879712,0.0006338321,0.003201141],"category_scores_gemma":[0.006811092,0.0001322363,0.0003416836,0.0002635799,0.0004147755,0.0010528,0.0009053689,0.000492678,0.000219705],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002743498,"about_ca_system_score_gemma":0.0003822283,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00156197,"about_ca_topic_score_gemma":0.005650676,"domain_scores_codex":[0.9995937,0.0001542333,0.00003547333,0.00004605479,0.0000802474,0.00009030101],"domain_scores_gemma":[0.9976823,0.0006519312,0.0009751468,0.00008257811,0.0001656028,0.0004424569],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003112531,0.0004991425,0.9213796,0.0002243763,0.0001619028,0.0003663932,0.009793364,0.000041006,0.0006015123,0.0005452559,0.0006867754,0.06538934],"study_design_scores_gemma":[0.00001800076,0.0003672451,0.9795424,0.0001475299,0.00009254629,0.000455751,0.01690602,0.0001224793,0.0001986177,0.0003011795,0.001837079,0.00001116255],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9959136,0.0008546076,0.00003614563,0.0007733875,0.00002322945,0.00001332187,0.00005881142,0.000002108684,0.002324685],"genre_scores_gemma":[0.9990826,0.0005325861,0.00004923181,0.00009918408,0.00001827805,0.000006987591,0.00002707338,5.250619e-7,0.0001835019],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003201141,"threshold_uncertainty_score":0.01070881,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0415486223570788,"score_gpt":0.3535728207773463,"score_spread":0.3120241984202675,"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."}}