{"id":"W3137260078","doi":"10.1177/17470161211003021","title":"Queer considerations: Exploring the use of social media for research recruitment within LGBTQ communities","year":2021,"lang":"en","type":"article","venue":"Research Ethics","topic":"Hate Speech and Cyberbullying Detection","field":"Computer Science","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Saint Vincent University","funders":"Mount Saint Vincent University","keywords":"Social media; Harassment; Queer; Public relations; Sociology; Coronavirus disease 2019 (COVID-19); Psychology; Internet privacy; Social psychology; Political science; Gender studies; Computer science","routes":{"ca_aff":true,"ca_fund":true,"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","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.01766654,0.00008435782,0.0001466098,0.0002337001,0.002301861,0.0006974345,0.0005856064,0.0001564572,0.00002431821],"category_scores_gemma":[0.01535625,0.00006768384,0.00006962548,0.0009068404,0.000704539,0.0005198244,0.0006692677,0.002755335,0.00001618475],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000134673,"about_ca_system_score_gemma":0.001668894,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004162707,"about_ca_topic_score_gemma":0.0028705,"domain_scores_codex":[0.9922066,0.004828028,0.0003063909,0.0002356392,0.001896348,0.0005270378],"domain_scores_gemma":[0.9645363,0.03030182,0.00005009176,0.0007501321,0.00427632,0.00008531015],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0000281329,0.0000834931,0.00001519471,0.000112883,0.00004862328,0.00001882787,0.2147818,0.000159331,0.002932812,0.7672413,0.006561601,0.008016001],"study_design_scores_gemma":[0.001109824,0.0005472304,0.000631089,0.0005207514,0.00001495625,0.00005634335,0.1116397,0.02058225,0.2712418,0.3722571,0.2209333,0.0004656654],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4204049,0.001974801,0.1797586,0.3833545,0.004408738,0.007008893,0.0001455406,0.0005691302,0.002374989],"genre_scores_gemma":[0.9471339,0.0009886982,0.04863979,0.0004167705,0.0003740992,0.001522428,0.0000189032,0.00003080724,0.0008746339],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.526729,"threshold_uncertainty_score":0.9995453,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9052681565015958,"score_gpt":0.5311391777554012,"score_spread":0.3741289787461946,"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."}}