{"id":"W4292672367","doi":"10.1016/j.actpsy.2022.103717","title":"Reexamining the “brain drain” effect: A replication of Ward et al. (2017)","year":2022,"lang":"en","type":"article","venue":"Acta Psychologica","topic":"Traumatic Brain Injury Research","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Replication (statistics); Psychology; Cognitive psychology; Neuroscience; Medicine; Virology","routes":{"ca_aff":true,"ca_fund":true,"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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.005214937,0.0001273121,0.0002770873,0.0001075209,0.0002112522,0.00001390787,0.000487839,0.0000527501,0.001234778],"category_scores_gemma":[0.002233874,0.00008045056,0.0001021159,0.0004622715,0.0001772046,0.00004182335,0.0002115097,0.0006791402,0.00003619037],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005526832,"about_ca_system_score_gemma":0.00004836489,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001385404,"about_ca_topic_score_gemma":7.238176e-7,"domain_scores_codex":[0.9974891,0.0007766371,0.0003298222,0.0005061728,0.0006146586,0.0002835924],"domain_scores_gemma":[0.9962736,0.001608565,0.0001823906,0.001803099,0.00005766861,0.00007469871],"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":[0.000881813,0.0003443671,0.005777775,0.00004241625,0.0001075915,0.00003410357,0.002018854,0.000002203415,0.06899659,0.00087119,0.8741988,0.0467243],"study_design_scores_gemma":[0.002548429,0.005230709,0.4382667,0.00005135833,0.0000439242,0.0005297473,0.000831729,0.0001198332,0.001077753,0.0006379558,0.550488,0.000173839],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.755136,0.00009622303,0.000055591,0.2010771,0.0001420425,0.0009819408,0.00001631288,0.00009129963,0.04240347],"genre_scores_gemma":[0.9740286,0.00002037387,0.0005982629,0.02342348,0.00003280471,0.0004298082,0.0000391806,0.00002134146,0.001406132],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4324889,"threshold_uncertainty_score":0.9996783,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1209752089206516,"score_gpt":0.4258295106210751,"score_spread":0.3048543017004235,"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."}}