{"id":"W4290798458","doi":"10.5281/zenodo.6975589","title":"Geographic differences in the uptake of diamond open access and APCs","year":2022,"lang":"en","type":"paratext","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Research Data Management Practices","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Diamond; Computer science; Materials 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":["sts","scholarly_communication","open_science","insufficient_payload"],"consensus_categories":["scholarly_communication","open_science","insufficient_payload"],"category_scores_codex":[0.003826794,0.0002095162,0.0003037546,0.0008138726,0.001661437,0.03149762,0.02934501,0.00006588236,0.01062742],"category_scores_gemma":[0.0008644623,0.0001728961,0.00004414443,0.002097356,0.0002632636,0.01451941,0.04593681,0.0007898516,0.001003419],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005980659,"about_ca_system_score_gemma":0.00001682902,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003048084,"about_ca_topic_score_gemma":0.000003780698,"domain_scores_codex":[0.9955804,0.001660377,0.0004321577,0.0008476308,0.001045704,0.0004337002],"domain_scores_gemma":[0.9974757,0.0001854371,0.0003763745,0.001618205,0.000239918,0.0001042981],"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":[0.00006228336,0.000391535,0.00003940307,0.0004073285,0.0001345984,0.00005517774,0.00144728,0.0000279052,0.00004730853,0.08124647,0.7998936,0.1162471],"study_design_scores_gemma":[0.0002887159,0.0002186957,0.004568785,0.00004131263,0.000009842514,0.00002216974,0.0002798898,0.0002210444,0.00000607904,0.0003400164,0.993827,0.0001764167],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.005894476,0.001400152,0.01369893,0.005110657,0.000459081,0.003278493,0.001104935,0.0001932657,0.96886],"genre_scores_gemma":[0.700556,0.09724645,0.003564038,0.002485046,0.0006599966,0.000009507653,0.02119827,0.005145303,0.1691354],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7997246,"threshold_uncertainty_score":0.9997744,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1717107199729818,"score_gpt":0.3583369368786872,"score_spread":0.1866262169057053,"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."}}