{"id":"W4400913915","doi":"10.1371/journal.pbio.3002715","title":"“Best Paper” awards lack transparency, inclusivity, and support for Open Science","year":2024,"lang":"en","type":"article","venue":"PLoS Biology","topic":"scientometrics and bibliometrics research","field":"Decision Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada; Australian Research Council; John Templeton Foundation","keywords":"Transparency (behavior); Publication; Openness to experience; Incentive; Best practice; Open science; Public relations; Discipline; Subject (documents); Political science; Library science; Psychology; Computer science; Law; Economics; Social psychology","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":["metaresearch","bibliometrics","scholarly_communication"],"consensus_categories":["bibliometrics"],"category_scores_codex":[0.02047346,0.0001350312,0.0003307463,0.0194504,0.0004718858,0.003779341,0.005110946,0.0001271132,0.0007816827],"category_scores_gemma":[0.01533332,0.0000855564,0.0000724056,0.06942575,0.001046889,0.0009823735,0.003258456,0.0001782736,0.0003085034],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007396191,"about_ca_system_score_gemma":0.0008901834,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001072005,"about_ca_topic_score_gemma":0.00006718217,"domain_scores_codex":[0.9953762,0.0001093351,0.0004770548,0.001254379,0.002086541,0.0006964972],"domain_scores_gemma":[0.9940268,0.003752953,0.00006177446,0.0005601847,0.001218946,0.0003793602],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007016378,0.0004515756,0.08800731,0.00007851553,0.0000549722,0.00003564536,0.0006011013,0.000002413928,0.09873065,0.06531155,0.01603694,0.7306192],"study_design_scores_gemma":[0.0008559258,0.002312727,0.02895265,0.00003799443,0.00003052902,0.00004674174,0.0002600721,0.01466785,0.01185096,0.1665981,0.7738578,0.0005286991],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8521711,0.006174173,0.01247184,0.02132314,0.003368112,0.002746264,0.001264736,0.0001437735,0.1003369],"genre_scores_gemma":[0.9939029,0.0004012736,0.00140016,0.0003794994,0.00009455505,0.00005967533,0.000009227442,0.000009663654,0.003743089],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7578208,"threshold_uncertainty_score":0.9972548,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7044528693036902,"score_gpt":0.6304489793274004,"score_spread":0.07400388997628982,"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."}}