{"id":"W7110550152","doi":"","title":"Open Access and Bottom Lines: Finance, Tech, and Libraries","year":2025,"lang":"","type":"article","venue":"San José State University ScholarWorks (San Jose State University)","topic":"Library Science and Administration","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Presentation (obstetrics); Meaning (existential); Neutrality; Context (archaeology); Information access; Power (physics)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.004135804,0.0003839486,0.0003317455,0.002902577,0.0078558,0.02369263,0.0008547788,0.003979871,0.01468417],"category_scores_gemma":[0.008237714,0.0002401153,0.0002785005,0.007320907,0.01824269,0.02869999,0.006776221,0.003532998,0.00146516],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01067222,"about_ca_system_score_gemma":0.006321804,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01226354,"about_ca_topic_score_gemma":0.01423132,"domain_scores_codex":[0.996224,0.001893653,0.0001127002,0.0001850752,0.0009494615,0.0006350482],"domain_scores_gemma":[0.9957675,0.00245913,0.0004326724,0.0001432579,0.0004740031,0.0007234471],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004813886,0.0000366807,0.002680719,0.0001784733,0.00001094107,0.0002167893,0.02079629,0.0001079406,0.00006539265,0.8046873,0.08237579,0.08879561],"study_design_scores_gemma":[0.00001029813,0.00003181832,0.004266572,0.001356786,0.00001008259,0.0003300068,0.03541084,0.0001535702,0.0002163129,0.261378,0.6967924,0.00004328496],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.03538274,0.1376736,0.004528263,0.4122886,0.002546521,0.00002590499,0.0001590308,0.0001491947,0.4072462],"genre_scores_gemma":[0.8322362,0.05481005,0.002063775,0.04263455,0.002071867,0.00006160953,0.00009388026,0.0001461419,0.06588195],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9763074,"threshold_uncertainty_score":0.07743281,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02369096603906797,"score_gpt":0.2759500053039008,"score_spread":0.2522590392648329,"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."}}