{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication"],"consensus_categories":["sts","scholarly_communication"],"category_scores_codex":[0.0009055726,0.0006659796,0.0007641651,0.0017082,0.005472413,0.00705937,0.004585549,0.0004220461,0.0004045988],"category_scores_gemma":[0.0001406565,0.0008305151,0.0001616147,0.006724177,0.00335897,0.04024765,0.005774564,0.001337495,0.00002157601],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003044138,"about_ca_system_score_gemma":0.003205329,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002058235,"about_ca_topic_score_gemma":0.003821567,"domain_scores_codex":[0.9950622,0.001007498,0.0004570921,0.001740532,0.0005508248,0.001181843],"domain_scores_gemma":[0.9973197,0.000404719,0.0005169685,0.000667318,0.0003240714,0.0007672303],"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":[0.005641507,0.001129974,0.2727689,0.0006498002,0.001122408,0.004432006,0.06373249,0.0004108775,0.0002844586,0.4247665,0.04340498,0.1816562],"study_design_scores_gemma":[0.003618187,0.0003991963,0.0371027,0.0007808105,0.0002756189,0.000004996007,0.0641742,0.0004637154,0.0002432066,0.0154797,0.8760806,0.001377026],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8514656,0.0007698772,0.002073912,0.006552505,0.0008962527,0.001727851,0.0006081001,0.0002403319,0.1356656],"genre_scores_gemma":[0.7822446,0.02012259,0.002205485,0.0007098518,0.00007355549,4.184359e-7,0.00006485414,0.0000327424,0.194546],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8326756,"threshold_uncertainty_score":0.9994146,"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."}}