{"id":"W4389610381","doi":"10.1101/2023.12.11.571170","title":"Best Paper awards lack transparency, inclusivity, and support for Open Science","year":2023,"lang":"en","type":"preprint","venue":"bioRxiv (Cold Spring Harbor Laboratory)","topic":"scientometrics and bibliometrics research","field":"Decision Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada; John Templeton Foundation","keywords":"Transparency (behavior); Openness to experience; Publication; Best practice; Diversity (politics); Political science; Discipline; Public relations; Open science; Library science; Accounting; Psychology; Business; Computer science; Law; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","open_science"],"consensus_categories":[],"category_scores_codex":[0.1284388,0.0002881259,0.0009409331,0.007654218,0.004446283,0.0199436,0.001820407,0.001497501,0.01009625],"category_scores_gemma":[0.4342593,0.0004756802,0.0005900256,0.009627932,0.00608194,0.01140147,0.0108531,0.002502651,0.001973158],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004374749,"about_ca_system_score_gemma":0.009221783,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001650268,"about_ca_topic_score_gemma":0.002489282,"domain_scores_codex":[0.8244345,0.06996661,0.02088656,0.005794311,0.07078024,0.008137875],"domain_scores_gemma":[0.402943,0.2877434,0.1508032,0.05725691,0.06571785,0.03553562],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0008699087,0.0006207976,0.4884959,0.001449359,0.0003859869,0.0004069396,0.01541019,0.0009711013,0.001912782,0.0951209,0.041698,0.3526582],"study_design_scores_gemma":[0.0002538925,0.0006668339,0.6857908,0.00144204,0.000212803,0.0009985982,0.0290178,0.003215018,0.00252388,0.1266875,0.148977,0.0002137943],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"commentary","genre_scores_codex":[0.7939782,0.002302256,0.01087223,0.04777427,0.0008900324,0.0004107772,0.001084554,0.0003673496,0.1423203],"genre_scores_gemma":[0.9922742,0.0004379947,0.002180146,0.001708748,0.0003613469,0.0000933591,0.0002184376,0.00006221074,0.002663442],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.9981796,"threshold_uncertainty_score":0.6792576,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4282145735138333,"score_gpt":0.5011596080532705,"score_spread":0.07294503453943724,"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."}}