{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","open_science"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.1897265,0.0004507494,0.001254523,0.008662246,0.005586745,0.02204056,0.00254641,0.00161957,0.01017776],"category_scores_gemma":[0.4453008,0.0005033445,0.0009108416,0.01584439,0.006209285,0.01364449,0.01039199,0.00313004,0.002560572],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00496809,"about_ca_system_score_gemma":0.01212908,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002660188,"about_ca_topic_score_gemma":0.006043849,"domain_scores_codex":[0.8007634,0.0838598,0.02622085,0.005798566,0.07528057,0.008076909],"domain_scores_gemma":[0.3857811,0.313886,0.1355847,0.05425026,0.08005854,0.03043936],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004064507,0.0005048105,0.2894835,0.002167365,0.0003663001,0.0002675557,0.01111468,0.0008587436,0.001453937,0.1182044,0.07146987,0.5037024],"study_design_scores_gemma":[0.000207183,0.000780654,0.5038804,0.002219339,0.0002184256,0.0009316911,0.02583473,0.002667773,0.002332713,0.1430349,0.3175869,0.0003052837],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"commentary","genre_scores_codex":[0.5551606,0.006935798,0.04415472,0.1240581,0.005239593,0.001344992,0.002194525,0.001027155,0.2598845],"genre_scores_gemma":[0.9580814,0.002003649,0.01700577,0.008665503,0.001792281,0.0004917312,0.0007395894,0.0001936719,0.01102636],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.9974536,"threshold_uncertainty_score":0.9992115,"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."}}