{"id":"W4317830797","doi":"10.1111/hex.13713","title":"‘To me, it's ones and zeros, but in reality that one is death’: A qualitative study exploring researchers' experience of involving and engaging seldom‐heard communities in big data research","year":2023,"lang":"en","type":"article","venue":"Health Expectations","topic":"Data Analysis and Archiving","field":"Social Sciences","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Department of Health and Social Care; National Institute for Health and Care Research","keywords":"Thematic analysis; Reflexivity; Big data; Public engagement; Qualitative research; Public relations; General partnership; Sociology; Psychology; Political science; Social science; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.04180085,0.001091959,0.001632906,0.002263703,0.02103782,0.009124034,0.004005329,0.005632236,0.003729521],"category_scores_gemma":[0.06528732,0.001615315,0.001100069,0.002245152,0.029468,0.0119986,0.009943303,0.007536965,0.0009262449],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007807137,"about_ca_system_score_gemma":0.009908247,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01035305,"about_ca_topic_score_gemma":0.01388627,"domain_scores_codex":[0.9484323,0.04364492,0.001008501,0.001892748,0.002200598,0.0028209],"domain_scores_gemma":[0.9117337,0.06922406,0.003916464,0.002264598,0.005738409,0.007122759],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001971337,0.0000156863,0.0003401928,0.00009716752,0.00000229481,0.0004251875,0.9968072,0.0000171863,0.0002444427,0.0006425607,0.0004128942,0.0009754429],"study_design_scores_gemma":[0.000005874803,0.00003523941,0.0001753525,0.0001953741,0.000003535789,0.0002690325,0.9906995,0.00004303157,0.0001295022,0.0003807586,0.008048946,0.00001398505],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9511038,0.002810112,0.01228107,0.01950157,0.0005216643,0.0008587132,0.0003514843,0.0001090828,0.01246253],"genre_scores_gemma":[0.9831089,0.001593494,0.004169092,0.004955803,0.00008746052,0.0009105894,0.0001116767,0.0001210906,0.004941906],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9789622,"threshold_uncertainty_score":0.2210666,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9024162973583579,"score_gpt":0.6154202897954933,"score_spread":0.2869960075628646,"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."}}