{"id":"W3179381476","doi":"10.7759/cureus.16350","title":"A Study to See the Effect of Social Media Usage Among Healthcare Providers","year":2021,"lang":"en","type":"article","venue":"Cureus","topic":"Social Media in Health Education","field":"Social Sciences","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Social media; Medicine; Health care; Quarter (Canadian coin); Quality (philosophy); Family medicine; Sample (material); Health professionals; Nursing; Medical education","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.001811343,0.00008908725,0.0002194877,0.00002819101,0.0006814295,0.0000412987,0.0002759193,0.00008407589,0.000116905],"category_scores_gemma":[0.01235349,0.0000716739,0.0000608577,0.000684645,0.0002105614,0.000101572,0.00005611484,0.0001785203,0.0000236531],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002901515,"about_ca_system_score_gemma":0.0007953139,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01315421,"about_ca_topic_score_gemma":0.1196824,"domain_scores_codex":[0.9968084,0.001814352,0.0002381139,0.0002150322,0.000591139,0.0003329983],"domain_scores_gemma":[0.9955636,0.003744283,0.0001198056,0.0001981479,0.0001994405,0.0001747376],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.00001325498,0.0000849053,0.2734922,0.00004143324,0.00001707842,0.00000433978,0.7145198,4.118269e-7,0.00001036979,0.0006305233,0.001810859,0.009374812],"study_design_scores_gemma":[0.0002966549,0.0002859558,0.6809198,0.00002569801,0.00004473852,2.225353e-7,0.3095633,5.501533e-7,0.0002156104,0.0002119953,0.008317943,0.0001175741],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9765255,0.0002675017,0.000001787312,0.01523805,0.004500788,0.00234267,0.000004905136,0.00004143134,0.001077317],"genre_scores_gemma":[0.9974866,0.00001309373,0.00002552797,0.0001752731,0.001522163,0.0007141539,0.000003246103,0.00001189254,0.00004803663],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4074275,"threshold_uncertainty_score":0.9959659,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08957567026870986,"score_gpt":0.4309738569607146,"score_spread":0.3413981866920047,"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."}}