{"id":"W2029197636","doi":"10.1111/j.1752-8062.2012.00443.x","title":"Development of a Research Participants’ Perception Survey to Improve Clinical Research","year":2012,"lang":"en","type":"article","venue":"Clinical and Translational Science","topic":"Ethics in Clinical Research","field":"Medicine","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"Impact; University of Waterloo","funders":"National Center for Advancing Translational Sciences","keywords":"Cronbach's alpha; Confidentiality; Face validity; Research design; Internal consistency; Psychology; Focus group; External validity; MEDLINE; Reliability (semiconductor); Consistency (knowledge bases); Medicine; Applied psychology; Clinical research; Psychometrics; Perception; Clinical psychology; Social psychology; Computer science; Statistics","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","sts","research_integrity"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.2673291,0.00009965134,0.0003992998,0.0003400663,0.0005845579,0.00004170621,0.000441849,0.0003485943,0.0001469524],"category_scores_gemma":[0.08212288,0.00007589884,0.00009703258,0.001935728,0.008791389,0.0002223574,0.0003489465,0.002842527,0.0002436931],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004098941,"about_ca_system_score_gemma":0.003414563,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006834587,"about_ca_topic_score_gemma":0.0002650757,"domain_scores_codex":[0.9899858,0.001461785,0.001796363,0.0008181328,0.004725899,0.001212006],"domain_scores_gemma":[0.9487763,0.0451528,0.00008180894,0.0005739381,0.003256666,0.002158476],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005832809,0.0009550381,0.9333668,0.00005834864,0.0000163704,0.000001122722,0.0009316225,2.471141e-7,0.002326971,0.005737429,0.00007636949,0.05594642],"study_design_scores_gemma":[0.0007257076,0.0005651838,0.9916113,0.0001346276,0.000006753207,0.000001517217,0.0002133732,0.0001569489,0.0003115488,0.00448162,0.001707657,0.00008374194],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9928706,0.00008004883,0.0004083914,0.003767376,0.0003151261,0.0005971327,0.000009782743,0.00001353135,0.001937965],"genre_scores_gemma":[0.974797,0.0001495534,0.02391622,0.0001914002,0.0004230309,0.00003304105,0.000006489327,0.00001020743,0.0004731299],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1852062,"threshold_uncertainty_score":0.999458,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9370496659131742,"score_gpt":0.7582785620764562,"score_spread":0.178771103836718,"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."}}