{"id":"W2931539158","doi":"10.5694/mja2.50131","title":"Perspectives on double‐blind peer review from collectivist cultural contexts","year":2019,"lang":"en","type":"article","venue":"The Medical Journal of Australia","topic":"Global Health and Surgery","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver General Hospital","funders":"","keywords":"Editor in chief; Collectivism; Journal editor; Medical journal; Management; Medicine; Library science; Psychology; Sociology; Political science; Family medicine; Law; Individualism; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.002027867,0.0001493712,0.0006329129,0.00005114829,0.00006040626,0.00001938602,0.0002245663,0.0001175952,0.005174838],"category_scores_gemma":[0.001350557,0.00007195405,0.0002656421,0.0002066313,0.0001517523,0.00006970073,0.00002085948,0.0009829969,0.0004087693],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001400823,"about_ca_system_score_gemma":0.0003920134,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00014774,"about_ca_topic_score_gemma":0.000006631355,"domain_scores_codex":[0.9967919,0.0001456715,0.0005801764,0.0001427745,0.002025421,0.0003140338],"domain_scores_gemma":[0.9977798,0.0002919495,0.0002817862,0.0002167006,0.0007949467,0.0006348555],"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":[0.01129375,0.0004975915,0.007432723,0.0004360737,0.0003793627,0.0008375164,0.001314848,9.764117e-7,0.0001491835,0.0009845304,0.974018,0.002655419],"study_design_scores_gemma":[0.05087724,0.005066026,0.339838,0.03621498,0.001331812,0.006661728,0.007709256,0.00002354365,0.0006136895,0.001080372,0.5498527,0.000730611],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8961412,0.006303265,0.000003535475,0.09271896,0.001004412,0.0003823338,0.000007190322,0.000008494807,0.003430649],"genre_scores_gemma":[0.9786075,0.002905201,0.00003120724,0.0044223,0.0008415419,0.000002158224,0.000006416463,0.000008947804,0.01317467],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4241653,"threshold_uncertainty_score":0.9957346,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08824413101344555,"score_gpt":0.4200510914313814,"score_spread":0.3318069604179358,"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."}}