{"id":"W4288057661","doi":"10.2196/39519","title":"Social Media Use and Well-being With Bipolar Disorder During the COVID-19 Pandemic: Path Analysis","year":2022,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Bipolar Disorder and Treatment","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Haifa","keywords":"Loneliness; Social distance; Mental health; Psychology; Coronavirus disease 2019 (COVID-19); Socioeconomic status; Bipolar disorder; Social isolation; Pandemic; Psychiatry; Social media; Gerontology; Clinical psychology; Medicine; Mood; Environmental health; Internal medicine; Population; Disease; Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003839654,0.0008817107,0.0005067241,0.001864868,0.001023717,0.001640723,0.001055659,0.0008774511,0.00755374],"category_scores_gemma":[0.00773204,0.0006108577,0.002703286,0.002199918,0.0006364056,0.001526767,0.002814139,0.002447789,0.0005072066],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001179435,"about_ca_system_score_gemma":0.002247353,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01685855,"about_ca_topic_score_gemma":0.01545505,"domain_scores_codex":[0.997848,0.001163895,0.0001243413,0.0003239419,0.0001987575,0.0003410346],"domain_scores_gemma":[0.9936016,0.003172384,0.001620195,0.0002713283,0.0005334239,0.0008010044],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000119839,0.0001438713,0.9949852,0.00004457093,0.0002786361,0.0000525999,0.0006658408,0.0003336603,0.00006061404,0.0002055582,0.0005169288,0.002592578],"study_design_scores_gemma":[0.00004012224,0.0003933794,0.9869081,0.0001040616,0.0002381668,0.0001748751,0.004255044,0.006557944,0.00009071857,0.0004713627,0.0007388029,0.00002742602],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964645,0.0001472384,0.0004918691,0.0004733864,0.00002529524,0.0001629303,0.001442033,0.00001559308,0.0007771081],"genre_scores_gemma":[0.9965717,0.0001699777,0.001148908,0.00006678615,0.00001658217,0.0004587583,0.001169703,0.000006992347,0.0003906002],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01685855,"threshold_uncertainty_score":0.03352082,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05658671377832306,"score_gpt":0.3832691871084709,"score_spread":0.3266824733301478,"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."}}