{"id":"W4408745588","doi":"10.1093/ejcts/ezaf092","title":"Too much of a good thing? Redefining open in open access","year":2025,"lang":"en","type":"letter","venue":"European Journal of Cardio-Thoracic Surgery","topic":"Open Education and E-Learning","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Institute for Work & Health; Institute of Health Services and Policy Research; University of Toronto","funders":"","keywords":"Internet privacy; Computer science","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":["metaepi_narrow","scholarly_communication","open_science","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0234883,0.0004263344,0.001805604,0.001462135,0.0001812546,0.004962179,0.01355565,0.0001703954,0.00009257416],"category_scores_gemma":[0.001669339,0.0004036201,0.0006145557,0.001674826,0.00006276917,0.00404683,0.007104375,0.003228763,0.00004319481],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002013705,"about_ca_system_score_gemma":0.002267933,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009137818,"about_ca_topic_score_gemma":0.000001793076,"domain_scores_codex":[0.9877157,0.007931462,0.002138391,0.0006635688,0.0009471013,0.0006038311],"domain_scores_gemma":[0.9937864,0.001622939,0.002636131,0.00115001,0.000639759,0.0001647606],"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":[0.00005039676,0.00004715545,0.003513382,0.0001555693,0.0002092879,0.003463523,0.001035037,0.0001749596,0.000005786279,0.0001310292,0.9223145,0.06889933],"study_design_scores_gemma":[0.0002728441,0.00006423404,0.00438241,0.002975323,0.00006933108,0.0004808726,0.0005435391,0.00003886527,0.0001034858,0.0001439656,0.9904054,0.0005197595],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.002639041,0.001107424,0.005470253,0.2787398,0.008026321,0.0005901588,0.00001026329,0.00005093063,0.7033658],"genre_scores_gemma":[0.368952,0.001830052,0.04049192,0.5415266,0.00901124,0.00003984978,0.0001211281,0.0004645762,0.03756267],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.6658031,"threshold_uncertainty_score":0.9998416,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09320350137390482,"score_gpt":0.3728172466522834,"score_spread":0.2796137452783786,"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."}}