{"id":"W2275558578","doi":"10.1186/s12961-016-0078-3","title":"Research ethics committees in the regulation of clinical research: comparison of Finland to England, Canada, and the United States","year":2016,"lang":"en","type":"article","venue":"Health Research Policy and Systems","topic":"Ethics in Clinical Research","field":"Medicine","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Academy of Finland","keywords":"Health services research; Public health; Health administration; Quality of Life Research; Social policy; Health policy; Medicine; Political science; Research ethics; Public administration; Family medicine; Law; Nursing; Psychiatry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":["metaresearch","research_integrity"],"domain":"methods","study_design":"observational","genre":"empirical","about_ca_system":true,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":true,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","sts","research_integrity"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.3957377,0.0001237868,0.0009231975,0.001279898,0.0007816729,0.00007052907,0.0006517589,0.0004811115,0.000009562042],"category_scores_gemma":[0.2775638,0.00005657491,0.00004605196,0.00292419,0.00533449,0.0000425407,0.0005367591,0.008471501,0.000005881664],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003476631,"about_ca_system_score_gemma":0.01129947,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8881098,"about_ca_topic_score_gemma":0.7631298,"domain_scores_codex":[0.8922598,0.087404,0.003745386,0.0008610933,0.01338063,0.002349068],"domain_scores_gemma":[0.3381292,0.6497385,0.0003412362,0.001757858,0.008898886,0.001134305],"domain_codex":null,"domain_gemma":"methods","domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.008265081,0.0005516589,0.4017848,0.008531995,0.0001042745,0.00001757523,0.05548821,0.00003826465,0.0001141146,0.457824,0.05575928,0.01152072],"study_design_scores_gemma":[0.01207245,0.006090717,0.6992524,0.008655723,0.000007751518,0.00002642039,0.05234205,0.00422137,0.0001013936,0.04209873,0.174953,0.0001779932],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.679824,0.001309114,0.00001385795,0.3154922,0.0000532114,0.002269303,0.0000602131,0.000003082339,0.0009750906],"genre_scores_gemma":[0.9873172,0.00943518,0.00002832983,0.0008387573,0.0004310372,0.0001344037,0.000009231647,0.00001830033,0.001787567],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5623345,"threshold_uncertainty_score":0.9973724,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.932939748514332,"score_gpt":0.7564153371411738,"score_spread":0.1765244113731582,"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."}}