{"id":"W2941175183","doi":"10.1002/aet2.10351","title":"Systematic Online Academic Resource (<scp>SOAR</scp>) Review: Renal and Genitourinary","year":2019,"lang":"en","type":"review","venue":"AEM Education and Training","topic":"Social Media in Health Education","field":"Social Sciences","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan; McMaster University; University of Toronto","funders":"","keywords":"Soar; Resource (disambiguation); Social media; Computer science; Quality (philosophy); Emergency department; Medicine; World Wide Web; Artificial intelligence; Nursing","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"],"consensus_categories":[],"category_scores_codex":[0.002570649,0.0003180385,0.001492844,0.0002528938,0.0005115831,0.00007480758,0.0002996878,0.0005123299,0.00001687221],"category_scores_gemma":[0.01005473,0.0002990642,0.0001424458,0.0006083017,0.0002015695,0.000181999,0.00004690771,0.0008378439,0.00005088525],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002701035,"about_ca_system_score_gemma":0.004033353,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000177767,"about_ca_topic_score_gemma":0.00002848486,"domain_scores_codex":[0.9962022,0.001393165,0.001016683,0.0005023992,0.0004349402,0.0004505767],"domain_scores_gemma":[0.9920996,0.006081962,0.001014151,0.0002844888,0.0001277538,0.0003920037],"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":[1.666732e-7,0.00003272274,0.00001847034,0.2439652,0.00003235258,3.948227e-7,0.02439442,8.19019e-9,1.915908e-8,0.0005184759,0.005622516,0.7254153],"study_design_scores_gemma":[0.00004003232,0.00001474459,0.00005281117,0.190102,0.0006645767,0.00003115435,0.01330242,5.85561e-7,8.077503e-9,0.00006198301,0.7956223,0.0001073263],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002533353,0.9883588,0.000001218761,0.001289802,0.003193262,0.004452383,0.00001186175,0.00007137046,0.002367981],"genre_scores_gemma":[0.00001712162,0.9923385,0.0002842431,0.0007502409,0.002948047,0.001383069,0.000163463,0.00004861199,0.002066719],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7899998,"threshold_uncertainty_score":0.9999462,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2796460431638453,"score_gpt":0.4897571624617591,"score_spread":0.2101111192979138,"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."}}