{"id":"W4386252162","doi":"10.14507/cie.vol24iss2.2179","title":"Improving Student Journal Visibility via the Directory of Open Access Journals","year":2023,"lang":"en","type":"article","venue":"Current Issues in Education","topic":"Web and Library Services","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Council of University Libraries; University of Toronto","funders":"","keywords":"Directory; Visibility; Interview; Computer science; Inclusion (mineral); World Wide Web; Process (computing); Library science; Medical education; Psychology; Sociology; Medicine; Programming language; Operating system","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":["scholarly_communication"],"domain":null,"study_design":"not_applicable","genre":"methods","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":["scholarly_communication"],"domain":null,"study_design":"theoretical_or_conceptual","genre":"methods","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.001443669,0.00008018798,0.0001313829,0.0002136778,0.0001285395,0.001638338,0.004382625,0.00001901351,0.00005635896],"category_scores_gemma":[0.00006128586,0.00005570977,0.00003838366,0.000963536,0.00002399154,0.004339725,0.00141544,0.0002054955,0.00001481019],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005108144,"about_ca_system_score_gemma":0.0003339598,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001697589,"about_ca_topic_score_gemma":0.00002257051,"domain_scores_codex":[0.9987564,0.0002294544,0.0003626507,0.0002009345,0.0002929008,0.0001576295],"domain_scores_gemma":[0.9989988,0.0001059974,0.0002822794,0.0004440362,0.0001119642,0.00005689279],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.000003949883,0.0004356093,0.1926129,0.00007261547,0.0000086861,6.068828e-7,0.0088879,0.00009450556,0.0003789748,0.001391593,0.006594737,0.7895179],"study_design_scores_gemma":[0.0001128185,0.00001873109,0.959419,0.0001813977,0.00000456069,0.000003710504,0.0007755111,0.002718473,0.001030249,0.01315018,0.02248351,0.000101891],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.97395,0.0122398,0.001842739,0.004011241,0.007167613,0.0003537079,8.603316e-7,0.00004014281,0.0003938808],"genre_scores_gemma":[0.9976568,0.001190147,0.0004889907,0.00008959652,0.0004309897,0.00002371917,0.000003117843,0.000005386672,0.000111266],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7894161,"threshold_uncertainty_score":0.9993981,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09226345064319658,"score_gpt":0.4903480726199949,"score_spread":0.3980846219767983,"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."}}