{"id":"W4389877930","doi":"10.7748/nr.2023.e1859","title":"Using social media to recruit research participants: a literature review","year":2023,"lang":"en","type":"review","venue":"Nurse Researcher","topic":"Social Media in Health Education","field":"Social Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Athabasca University","funders":"","keywords":"Social media; Psychology; Nursing research; Medicine; Computer science; Nursing; World Wide Web","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","sts","research_integrity","insufficient_payload"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.03281701,0.0004000905,0.001894,0.001212855,0.001868445,0.0004154799,0.001575638,0.001256284,0.0007864081],"category_scores_gemma":[0.1450775,0.0003689636,0.0004609333,0.01374837,0.0008651915,0.0002307193,0.0002403599,0.003517041,0.003772581],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003707163,"about_ca_system_score_gemma":0.01072313,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001807252,"about_ca_topic_score_gemma":0.002332584,"domain_scores_codex":[0.97584,0.01464099,0.001199786,0.0009953809,0.004361112,0.002962716],"domain_scores_gemma":[0.9791225,0.01634783,0.000315286,0.0007381397,0.001941864,0.001534452],"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":[0.00000492563,0.00005737952,0.00000162534,0.04394171,0.00004619321,0.0000397746,0.04128266,7.914502e-9,6.338417e-8,0.00149311,0.09293079,0.8202018],"study_design_scores_gemma":[0.00004152371,0.00001676141,0.000008165007,0.15531,0.0001302029,0.000001158353,0.002457792,2.495925e-7,3.292577e-8,0.0004468052,0.8413189,0.0002684362],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00000508094,0.9749545,5.600489e-7,0.008298869,0.003524286,0.009672608,0.00009519177,0.0001821371,0.003266701],"genre_scores_gemma":[3.176318e-7,0.977528,0.0002214026,0.0001368859,0.01068753,0.009422557,0.0001102811,0.0001832569,0.001709792],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8199333,"threshold_uncertainty_score":0.9998763,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9362249488650931,"score_gpt":0.7331511214215697,"score_spread":0.2030738274435234,"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."}}