{"id":"W4320806424","doi":"10.2196/44875","title":"Investigating the Secondary Use of Clinical Research Data: Protocol for a Mixed Methods Study","year":2023,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Data Analysis and Archiving","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Medical Research Council; University of Oxford; Wellcome Trust","keywords":"Qualitative property; Thematic analysis; Data collection; Research design; Protocol (science); Sample (material); Descriptive statistics; Research ethics; Focus group; Qualitative research; Survey data collection; Sample size determination; Medical education; Psychology; Data science; Medicine; Computer science; Alternative medicine; Business; Marketing; Statistics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.1663285,0.005258544,0.005429922,0.008370525,0.006447488,0.006097085,0.005506284,0.006304908,0.07861965],"category_scores_gemma":[0.1581908,0.004380063,0.004787432,0.00888167,0.005044852,0.00509042,0.004609776,0.007202635,0.0236344],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007483729,"about_ca_system_score_gemma":0.03876634,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002730424,"about_ca_topic_score_gemma":0.005072971,"domain_scores_codex":[0.8852797,0.08320313,0.0156603,0.004777556,0.008025818,0.003053405],"domain_scores_gemma":[0.8558595,0.05961634,0.0150076,0.02787746,0.03628078,0.005358299],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.04957998,0.02082937,0.008245385,0.1737399,0.00150543,0.005480147,0.07135253,0.01470567,0.01393073,0.06662485,0.238652,0.335354],"study_design_scores_gemma":[0.06685384,0.01542941,0.01647917,0.094086,0.0007996969,0.001339799,0.03303144,0.01217427,0.01137843,0.05160079,0.6958522,0.0009749501],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.000550926,0.00006128117,0.003633813,0.00009212957,0.00008736007,0.9942697,0.0007954444,0.00004830991,0.0004610157],"genre_scores_gemma":[0.0002631827,0.00003477417,0.003822993,0.00004609071,0.000007208032,0.9956611,0.00008158277,0.000004465601,0.00007863237],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.8336715,"threshold_uncertainty_score":0.87964,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9210097744220038,"score_gpt":0.7968137258663418,"score_spread":0.124196048555662,"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."}}