{"id":"W4388418020","doi":"10.1007/s10805-023-09491-7","title":"The Defining Characteristics of Ethics Papers on Social Media Research: A Systematic Review of the Literature","year":2023,"lang":"en","type":"review","venue":"Journal of Academic Ethics","topic":"Social Media in Health Education","field":"Social Sciences","cited_by":9,"is_retracted":false,"has_abstract":false,"ca_institutions":"Women and Children’s Health Research Institute; University of Alberta","funders":"","keywords":"Social media; Research ethics; Scholarship; Information ethics; Sociology; Meta-ethics; Media ethics; Engineering ethics; Social research; Social science; Informed consent; Applied ethics; Public relations; Political science; Journalism; Media studies; Medicine; Law","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.1888485,0.001576631,0.008695791,0.04511756,0.002478558,0.01079206,0.002851413,0.004200113,0.003648336],"category_scores_gemma":[0.6377468,0.001694373,0.00806169,0.0426464,0.005602479,0.01065643,0.01013684,0.003006303,0.0003263617],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009435469,"about_ca_system_score_gemma":0.02840571,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003141215,"about_ca_topic_score_gemma":0.01053949,"domain_scores_codex":[0.6282228,0.1366682,0.1728109,0.01021091,0.04899648,0.003090668],"domain_scores_gemma":[0.1778445,0.6767172,0.1078163,0.007466807,0.02750269,0.002652582],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0009173499,0.0000935101,0.03219472,0.7744797,0.01740283,0.0003322871,0.007758314,0.0001382054,0.0002954859,0.003264077,0.005290451,0.1578331],"study_design_scores_gemma":[0.000428108,0.0002112655,0.02672337,0.9031784,0.03041645,0.000964828,0.006740171,0.000125297,0.0002866328,0.003707824,0.02711273,0.0001049964],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01014592,0.980124,0.001616867,0.00331669,0.0005303331,0.002058673,0.00105199,0.00001597127,0.001139523],"genre_scores_gemma":[0.1619222,0.8136058,0.009085668,0.005255757,0.0009119275,0.007324267,0.001472038,0.00007210326,0.0003502344],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9957999,"threshold_uncertainty_score":0.9987384,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7117743619659367,"score_gpt":0.6190236587617237,"score_spread":0.09275070320421297,"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."}}