{"id":"W4380291976","doi":"10.1097/wno.0000000000001896","title":"Social Media in Neuro-Ophthalmology: Paradigms, Opportunities, and Strategies","year":2023,"lang":"en","type":"review","venue":"Journal of Neuro-Ophthalmology","topic":"Social Media in Health Education","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Mentorship; Social media; Neuro-ophthalmology; Economic shortage; Workforce; Medicine; Medical education; Ophthalmology; Public relations; Political science; Government (linguistics)","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.003166425,0.0006121194,0.003109374,0.001458582,0.0005103968,0.0001550974,0.00104526,0.001376015,0.0002273661],"category_scores_gemma":[0.01248916,0.0006043208,0.0004791713,0.001264217,0.001330801,0.0004779499,0.0001668248,0.002328625,0.00003875881],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004741137,"about_ca_system_score_gemma":0.00690115,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005046157,"about_ca_topic_score_gemma":0.0001172295,"domain_scores_codex":[0.9899902,0.004982479,0.002444096,0.0005917071,0.0008562107,0.001135308],"domain_scores_gemma":[0.9727621,0.02335356,0.002778337,0.0002719024,0.0002923094,0.0005417671],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003023244,0.001276861,0.005646275,0.02452985,0.0007836606,0.1303626,0.09093377,0.000004961733,0.000002593179,0.067895,0.01627334,0.6619888],"study_design_scores_gemma":[0.0004166842,0.0003973051,0.004125446,0.001483963,0.0004006657,0.01976262,0.006982893,5.730678e-7,3.963689e-8,0.00789243,0.957966,0.0005714395],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.02718092,0.9412491,3.371883e-7,0.005106729,0.02053336,0.001624788,0.00004989768,0.0000637456,0.004191063],"genre_scores_gemma":[0.003256337,0.9906099,0.00004236857,0.00008832455,0.005498321,0.0002389436,0.0000247878,0.0001347222,0.0001062358],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9416926,"threshold_uncertainty_score":0.9999731,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5224170993940114,"score_gpt":0.500454211415939,"score_spread":0.02196288797807233,"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."}}