{"id":"W4240959482","doi":"10.3138/jsp.35.4.215","title":"Learning to Work Together: The Libraries and the University Press at Penn State","year":2004,"lang":"en","type":"article","venue":"Journal of Scholarly Publishing","topic":"Publishing and Scholarly Communication","field":"Arts and Humanities","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"General partnership; Work (physics); State (computer science); Sociology; Scholarly communication; Media studies; Library science; Public relations; Management; Political science; Computer science; Engineering; Law","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.008023307,0.0004051093,0.0005180548,0.002633069,0.06909075,0.03717696,0.001925455,0.01245209,0.02742631],"category_scores_gemma":[0.01947841,0.001037074,0.0003985343,0.00452342,0.0251595,0.02915815,0.02452203,0.01191204,0.004112594],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01228823,"about_ca_system_score_gemma":0.01836315,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03750261,"about_ca_topic_score_gemma":0.08098782,"domain_scores_codex":[0.9846857,0.01024789,0.0003864045,0.0005990206,0.002010354,0.002070664],"domain_scores_gemma":[0.9840694,0.006912721,0.001366524,0.0003729131,0.001144304,0.006134052],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000821307,0.000268233,0.004835452,0.0001870646,0.000028287,0.002200034,0.5866372,0.0001023247,0.0002791198,0.1231372,0.2007538,0.08148913],"study_design_scores_gemma":[0.00002605692,0.00007465572,0.004472911,0.0002797984,0.00002179709,0.00063121,0.4087997,0.00008742551,0.0002176975,0.02549019,0.5598431,0.00005563716],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1363367,0.0183905,0.000905109,0.556606,0.002155748,0.00003871273,0.00005852632,0.0001730978,0.2853355],"genre_scores_gemma":[0.8117496,0.008919682,0.0007532354,0.03536307,0.002549102,0.0001658618,0.00005305074,0.0001694119,0.1402771],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.962823,"threshold_uncertainty_score":0.09175014,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0284692977110801,"score_gpt":0.1984844591748184,"score_spread":0.1700151614637383,"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."}}