{"id":"W2783419965","doi":"10.1177/1556264617752190","title":"Commentary on “Regulatory Support Improves Subsequent IRB/REC Approval Rates in Studies Initially Deemed Not Ready for Review: A CTSA Institution’s Experience”","year":2018,"lang":"en","type":"letter","venue":"Journal of Empirical Research on Human Research Ethics","topic":"Ethics in Clinical Research","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital","funders":"","keywords":"Psychological intervention; Intervention (counseling); Institution; Publishing; Public relations; Psychology; Engineering ethics; Political science; Medical education; Medicine; Nursing; Engineering; Law","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","metaepi_narrow","sts","research_integrity"],"consensus_categories":["metaresearch","sts","research_integrity"],"category_scores_codex":[0.2116703,0.0009750418,0.003334566,0.005209578,0.0019587,0.0004070065,0.003739626,0.005787064,0.0004334502],"category_scores_gemma":[0.4340475,0.0007268899,0.001073141,0.002342751,0.01520716,0.000428471,0.001870922,0.1216149,0.0002144597],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.007204697,"about_ca_system_score_gemma":0.02298348,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000219285,"about_ca_topic_score_gemma":0.0006117843,"domain_scores_codex":[0.9398503,0.01585041,0.005204912,0.002178903,0.0328918,0.004023731],"domain_scores_gemma":[0.683981,0.2509001,0.00166793,0.00369502,0.05743384,0.002322142],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.005537574,0.001710601,0.0001989219,0.01789204,0.0006648657,0.007915578,0.002654492,0.000001361834,0.0007556604,0.001927336,0.9599703,0.0007712599],"study_design_scores_gemma":[0.005777573,0.0458122,0.001447145,0.05083667,0.00013542,0.0001905375,0.002386819,0.00001859294,0.002400355,0.03590479,0.8542356,0.0008542365],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0276495,0.004032203,0.000009336723,0.9588138,0.0007803746,0.006026276,0.0001500723,0.00003436556,0.002504021],"genre_scores_gemma":[0.02262123,0.09626789,0.0008701826,0.8533491,0.01692988,0.001637265,0.0003100316,0.0003245595,0.007689784],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.2558692,"threshold_uncertainty_score":0.9995182,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9409862820879777,"score_gpt":0.7611075250756625,"score_spread":0.1798787570123153,"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."}}