{"id":"W2604214650","doi":"10.1111/jan.13310","title":"A mixed study systematic review of social media in nursing and midwifery education: Protocol","year":2017,"lang":"en","type":"article","venue":"Journal of Advanced Nursing","topic":"Social Media in Health Education","field":"Social Sciences","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"National League for Nursing","keywords":"CINAHL; Social media; Inclusion (mineral); Variety (cybernetics); Nursing; Scopus; Data extraction; Psychology; MEDLINE; Medical education; Quality (philosophy); Nurse education; Medicine; Computer science; World Wide Web; Political science; Social psychology; Psychological intervention","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gpt","categories":[],"domain":null,"study_design":"systematic_review","genre":"protocol","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"},{"model":"grok","categories":[],"domain":null,"study_design":"systematic_review","genre":"protocol","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"},{"model":"opus","categories":[],"domain":null,"study_design":"systematic_review","genre":"protocol","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.00270585,0.00009576044,0.0006343903,0.0001697571,0.0005895639,0.00005761936,0.000296158,0.0000668748,0.000008623318],"category_scores_gemma":[0.01591604,0.00009070254,0.00006373979,0.0002094983,0.0003459241,0.0006124601,0.000008106189,0.0002313116,4.792601e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000635044,"about_ca_system_score_gemma":0.001204955,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002814618,"about_ca_topic_score_gemma":0.0001011541,"domain_scores_codex":[0.9974334,0.0006823077,0.0009744964,0.0001136398,0.0005900033,0.0002061848],"domain_scores_gemma":[0.9960139,0.0008801585,0.002298032,0.0001660319,0.0005154967,0.0001263851],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"systematic_review","study_design_scores_codex":[0.000208513,0.002881079,0.005890804,0.1226851,0.00003093167,0.000006579688,0.5695913,9.743937e-7,0.00008308535,0.003232364,0.0005114498,0.2948778],"study_design_scores_gemma":[0.001230747,0.0002150838,0.08465315,0.6359562,0.0002082928,0.00001423114,0.2713447,0.00000133163,0.00004042446,0.005924001,0.0002294973,0.0001822919],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7164691,0.01810134,0.00003908276,0.02938812,0.02259612,0.2076042,0.000002157568,0.00002860766,0.00577125],"genre_scores_gemma":[0.9793009,0.0006968639,0.002648707,0.00008705591,0.002309827,0.0149196,4.196036e-7,0.00002317075,0.00001344308],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5132711,"threshold_uncertainty_score":0.9923733,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1171624371843161,"score_gpt":0.5175926484219154,"score_spread":0.4004302112375994,"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."}}