{"id":"W2084033360","doi":"10.1007/s10826-013-9795-1","title":"Between Black and White: Examining Grey Literature in Meta-analyses of Psychological Research","year":2013,"lang":"en","type":"article","venue":"Journal of Child and Family Studies","topic":"Meta-analysis and systematic reviews","field":"Decision Sciences","cited_by":90,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Grey literature; Meta-analysis; Inclusion (mineral); Psychology; Psychological intervention; Publication bias; Systematic review; White (mutation); Applied psychology; Social psychology; Clinical psychology; MEDLINE; Medicine; Political science; Psychiatry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":["metaresearch"],"domain":"reproducibility","study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":["metaresearch","scholarly_communication"],"domain":"reproducibility","study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.07085953,0.0002132537,0.004896821,0.0008633677,0.0001142931,0.0005531159,0.0005715534,0.00008353638,0.0001945886],"category_scores_gemma":[0.02317826,0.00007542533,0.0007986194,0.001348408,0.0003340953,0.000417721,0.0001874983,0.0004878016,0.00001849277],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007880572,"about_ca_system_score_gemma":0.000009043357,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003357013,"about_ca_topic_score_gemma":0.000002939614,"domain_scores_codex":[0.9849581,0.005774769,0.005796618,0.0004262525,0.002841963,0.0002022656],"domain_scores_gemma":[0.9877123,0.005231768,0.002865751,0.0006650062,0.003401427,0.0001237033],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002361691,0.0001311789,0.8564004,0.0001585144,0.009978562,0.00002844085,0.009595902,0.00002259034,0.0003531467,0.0001782133,0.104884,0.01824548],"study_design_scores_gemma":[0.0002431553,0.0002560416,0.980742,0.000163964,0.00120945,0.00002278197,0.008643724,0.00001954241,0.000007965092,0.006513298,0.002096149,0.00008197316],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9073943,0.08655063,0.00004494228,0.002523168,0.00004755854,0.0002009879,0.000004660883,5.495164e-7,0.003233201],"genre_scores_gemma":[0.9930947,0.004729332,0.001291731,0.0002545683,0.000117133,0.000003977452,2.680674e-7,0.000004031015,0.0005041969],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1243416,"threshold_uncertainty_score":0.9850499,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9316437456358971,"score_gpt":0.638685197001198,"score_spread":0.2929585486346992,"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."}}