{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02318602,0.0009675398,0.001289554,0.01028506,0.004246069,0.01670763,0.002290965,0.005546015,0.008066645],"category_scores_gemma":[0.03839083,0.0005407425,0.001230149,0.007277297,0.01299696,0.0286642,0.01021657,0.005840578,0.0011318],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007264693,"about_ca_system_score_gemma":0.01606132,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005852726,"about_ca_topic_score_gemma":0.007810193,"domain_scores_codex":[0.9878478,0.008210721,0.0007904209,0.0007115142,0.00162658,0.0008129351],"domain_scores_gemma":[0.899623,0.08085555,0.006363763,0.001457028,0.005840814,0.005859845],"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":[0.000276767,0.0003311854,0.01105997,0.02719774,0.0002841438,0.0009141933,0.01501403,0.0002789929,0.0003032595,0.266683,0.0635057,0.6141511],"study_design_scores_gemma":[0.0001219755,0.0003279876,0.0123581,0.1368142,0.0004725436,0.002484677,0.06859254,0.001006333,0.0006458655,0.308571,0.4683923,0.0002124964],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.006510855,0.6125401,0.001906338,0.3526232,0.003186117,0.0002102397,0.0001627416,0.00005477228,0.02280564],"genre_scores_gemma":[0.1406193,0.7881523,0.004507939,0.05295192,0.009381057,0.0008827677,0.000135268,0.00003518017,0.003334313],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.02318602,"threshold_uncertainty_score":0.1226208,"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."}}