{"id":"W4205497103","doi":"10.1111/ele.13949","title":"Can I afford to publish? A dilemma for African scholars","year":2021,"lang":"en","type":"article","venue":"Ecology Letters","topic":"scientometrics and bibliometrics research","field":"Decision Sciences","cited_by":64,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University; University of Calgary","funders":"National Research Foundation; Woodrow Wilson International Center for Scholars","keywords":"Publishing; Publication; Dilemma; Open access publishing; Payment; Political science; Business; Public relations; Library science; Computer science; Law; Finance","routes":{"ca_aff":true,"ca_fund":false,"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","insufficient_payload"],"consensus_categories":["bibliometrics"],"category_scores_codex":[0.009396963,0.0001369215,0.000324358,0.02646059,0.0003444607,0.002949943,0.002030467,0.0001188596,0.001073913],"category_scores_gemma":[0.07639255,0.0001116527,0.000194146,0.103113,0.0001225296,0.0004893194,0.0008002384,0.00020113,0.000394758],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002348891,"about_ca_system_score_gemma":0.0003493426,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005304436,"about_ca_topic_score_gemma":0.0008099515,"domain_scores_codex":[0.99466,0.0002353599,0.0004900904,0.0009401388,0.002713016,0.0009614065],"domain_scores_gemma":[0.9913195,0.004799452,0.0001245118,0.0007876185,0.002352519,0.0006164174],"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":[0.0000403037,0.0001371483,0.1640808,0.000003316587,0.00004524011,0.0001311947,0.0001561276,0.00008299441,0.01005526,0.001776867,0.7880098,0.03548089],"study_design_scores_gemma":[0.0007489335,0.0002854613,0.3239211,0.000002269104,0.000009324032,0.00002274266,0.0004185834,0.0003151605,0.002303203,0.003598638,0.6681044,0.0002701001],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7918687,0.0000289992,0.002478388,0.2021396,0.001323692,0.0003321026,0.00007842724,0.00002440692,0.001725695],"genre_scores_gemma":[0.9692022,0.000005193154,0.006470305,0.02135636,0.0001685696,0.000099379,0.00001351535,0.00001523239,0.002669293],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1807833,"threshold_uncertainty_score":0.9998392,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4335579461248452,"score_gpt":0.5250981601662262,"score_spread":0.09154021404138107,"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."}}