{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1399118,0.005679858,0.01408909,0.01828463,0.006046825,0.008997984,0.00695209,0.009859003,0.06053348],"category_scores_gemma":[0.1501826,0.005077572,0.01226024,0.01676646,0.005465199,0.01031953,0.008801947,0.006461778,0.01053242],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01855952,"about_ca_system_score_gemma":0.08204006,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005032894,"about_ca_topic_score_gemma":0.01048347,"domain_scores_codex":[0.9080436,0.04380499,0.02918474,0.005970295,0.01028488,0.002711466],"domain_scores_gemma":[0.9231883,0.03199933,0.01365118,0.006237897,0.02173352,0.003189741],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.004372097,0.0003408579,0.0009115749,0.9028414,0.002227552,0.0006297362,0.003547938,0.0009436203,0.001179731,0.007588705,0.02481058,0.05060621],"study_design_scores_gemma":[0.0199417,0.002681674,0.004026475,0.7298181,0.01081235,0.0009067841,0.004674174,0.001132755,0.002510607,0.01370398,0.2093351,0.0004563246],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.0002978964,0.002899471,0.002004751,0.0003958957,0.0002369009,0.9918399,0.001794285,0.0000485164,0.0004823006],"genre_scores_gemma":[0.0003751443,0.001608591,0.005012411,0.0002783487,0.00002387112,0.992237,0.000259152,0.000005186088,0.0002003416],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.1399118,"threshold_uncertainty_score":0,"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."}}