{"id":"W4387860045","doi":"10.1002/pra2.809","title":"“I Am in a Privileged Situation”: Examining the Factors Promoting Inequity in Open Access Publishing","year":2023,"lang":"en","type":"article","venue":"Proceedings of the Association for Information Science and Technology","topic":"scientometrics and bibliometrics research","field":"Decision Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Publishing; Equity (law); Public relations; Thematic analysis; Scholarly communication; Reflexivity; Political science; Discipline; Open access publishing; Qualitative research; Sociology; Social science; Library science; Law","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":["metaresearch","bibliometrics","scholarly_communication","open_science"],"consensus_categories":["metaresearch","bibliometrics","scholarly_communication"],"category_scores_codex":[0.06982689,0.00007544569,0.0001903169,0.03174312,0.0005769981,0.01137084,0.007095513,0.0001328821,0.00000236474],"category_scores_gemma":[0.3179458,0.0000425845,0.00002313428,0.2412001,0.0002348035,0.0254376,0.004969868,0.0002848718,0.000003734247],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003817824,"about_ca_system_score_gemma":0.0003182589,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007302115,"about_ca_topic_score_gemma":0.00004697619,"domain_scores_codex":[0.9942715,0.00001874661,0.0008316648,0.0002852815,0.004126623,0.0004661644],"domain_scores_gemma":[0.9898549,0.002002351,0.001338377,0.0001826137,0.006571148,0.00005057554],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000002603629,0.0000100028,0.9606797,0.000006155325,0.000001542156,9.439377e-9,0.002157444,0.000008770124,0.0009057817,0.01076891,0.0006040465,0.02485504],"study_design_scores_gemma":[0.0003737115,0.00003022949,0.9442199,0.00002022425,0.000001333617,3.24685e-7,0.007293829,0.01063365,0.006148244,0.02921384,0.001999649,0.00006509537],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9840356,0.000005070801,0.00001582683,0.01130931,0.000141613,0.0008754192,0.000008971476,0.00002853314,0.003579633],"genre_scores_gemma":[0.9996638,0.00001424111,0.00007233905,0.00006590557,0.000006037385,0.00008346629,0.000001495822,0.000002182128,0.00009054566],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2481189,"threshold_uncertainty_score":0.9982766,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4761555824217794,"score_gpt":0.5349972851587399,"score_spread":0.05884170273696049,"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."}}