{"id":"W1968309563","doi":"10.1016/j.juro.2014.02.043","title":"The Dramatic Increase in Social Media in Urology","year":2014,"lang":"en","type":"article","venue":"The Journal of Urology","topic":"Social Media in Health Education","field":"Social Sciences","cited_by":118,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Social media; Medicine; Library science; Urology; Computer science; World Wide Web","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.0104615,0.00005907817,0.0002020623,0.0001300388,0.0003979884,0.00001262148,0.0005165402,0.0001561035,0.00004023442],"category_scores_gemma":[0.02250764,0.00003729941,0.00003467606,0.0003479929,0.0006527782,0.0000693414,0.00002692479,0.0005827455,0.00001745594],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000125995,"about_ca_system_score_gemma":0.0004650398,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001321431,"about_ca_topic_score_gemma":0.02835322,"domain_scores_codex":[0.9941297,0.004707994,0.0004853442,0.00005493758,0.000258244,0.00036377],"domain_scores_gemma":[0.9774542,0.02187901,0.0004045491,0.00009035238,0.00009490053,0.00007697733],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0009127622,0.0002582894,0.09216648,0.0000149555,0.00002715369,0.00001659728,0.6753597,0.000108223,0.00007155073,0.1104303,0.003444144,0.1171899],"study_design_scores_gemma":[0.001314769,0.0003267095,0.6397536,0.000007690301,0.00005768658,0.00003402424,0.01931179,0.0001896221,0.000002845774,0.2224437,0.1164265,0.0001310557],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9043945,0.000421926,0.00001806838,0.09047636,0.003189113,0.0001874586,1.684314e-7,0.000004335957,0.001308097],"genre_scores_gemma":[0.9962193,0.0003313525,0.00001736166,0.001201797,0.002201516,0.00001798412,1.61878e-7,0.000005864129,0.000004713063],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6560479,"threshold_uncertainty_score":0.9893768,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05303974884799018,"score_gpt":0.3746061195631505,"score_spread":0.3215663707151604,"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."}}