{"id":"W2895294703","doi":"10.17169/fqs-19.3.3062","title":"Assessing Risk to Researchers: Using the Case of Sexuality Research to Inform Research Ethics Board Guidelines","year":2018,"lang":"en","type":"article","venue":"Social Science Open Access Repository (GESIS – Leibniz Institute for the Social Sciences)","topic":"Ethics in medical practice","field":"Health Professions","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"Memorial University of Newfoundland","keywords":"Gynecology; Medicine","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","bibliometrics","sts","scholarly_communication","open_science","research_integrity"],"consensus_categories":["metaresearch","sts","open_science"],"category_scores_codex":[0.376439,0.0002878954,0.0005451364,0.0007046468,0.1873318,0.005872482,0.0168909,0.0006373755,0.00007090659],"category_scores_gemma":[0.255057,0.0001833818,0.0001412391,0.02183063,0.04081937,0.008764516,0.01504628,0.007688419,0.00004964194],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002269524,"about_ca_system_score_gemma":0.0264123,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1831595,"about_ca_topic_score_gemma":0.03325667,"domain_scores_codex":[0.9696181,0.01621582,0.001705263,0.001425924,0.008190472,0.002844386],"domain_scores_gemma":[0.9393835,0.0321251,0.001033832,0.001257801,0.02552061,0.0006791687],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000853723,0.0003918048,0.008304554,0.000490502,0.0001553512,0.00007935319,0.4665327,0.0002347449,0.01304655,0.3607438,0.08740739,0.06175952],"study_design_scores_gemma":[0.0008441826,0.0005691363,0.009413513,0.0006970922,0.0001193401,0.00002755894,0.7583479,0.002035779,0.002727073,0.04408575,0.1803303,0.0008023755],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6324959,0.0000746841,0.006979103,0.1958364,0.007149496,0.009741264,0.00007309343,0.00008458278,0.1475654],"genre_scores_gemma":[0.9796565,0.00003419136,0.009023721,0.003767222,0.005738182,0.000651771,0.000001231578,0.00003491331,0.001092225],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3471606,"threshold_uncertainty_score":0.9989609,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9061286351501048,"score_gpt":0.7906225782688107,"score_spread":0.1155060568812941,"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."}}