{"id":"W2040552582","doi":"10.7710/2162-3309.1102","title":"Library-Press Collaborations: A Study Taken on Behalf of the University of Arizona","year":2014,"lang":"en","type":"article","venue":"Journal of Librarianship and Scholarly Communication","topic":"Library Collection Development and Digital Resources","field":"Computer Science","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Alberta; Kent State University; University of North Texas; Oregon State University; University of Arizona; Johns Hopkins University; Association of Research Libraries; Syracuse University; Northwestern University; Utah State University; Purdue University","keywords":"Scholarly communication; Library science; Publishing; General partnership; Sociology; Public relations; Political science; Management; Law","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":["scholarly_communication"],"domain":null,"study_design":"qualitative","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":["scholarly_communication"],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.01033272,0.0004504822,0.001024333,0.004883491,0.02449685,0.01214109,0.002755922,0.002742791,0.006143158],"category_scores_gemma":[0.02207922,0.001127893,0.000330962,0.008706621,0.005514596,0.005418056,0.006838037,0.003903833,0.0009877881],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01129954,"about_ca_system_score_gemma":0.01601534,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1020497,"about_ca_topic_score_gemma":0.1691214,"domain_scores_codex":[0.9894015,0.005388234,0.0004474135,0.0007776872,0.00223597,0.00174924],"domain_scores_gemma":[0.9650006,0.01879764,0.004207942,0.0007964002,0.004982973,0.006214574],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00005912201,0.0003238026,0.01655337,0.0001746343,0.00001459025,0.00215119,0.9711404,0.00002138706,0.0003206767,0.0006191164,0.001571356,0.007050327],"study_design_scores_gemma":[0.000005026675,0.00007217537,0.02540743,0.00006468376,0.000009026323,0.0001719941,0.9671969,0.00002083304,0.00006746714,0.00003932307,0.006936657,0.000008512196],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9886747,0.00102068,0.0001159853,0.001727686,0.00003760926,0.00008406999,0.00006016382,0.00001329905,0.008265871],"genre_scores_gemma":[0.9923792,0.001484288,0.0002102638,0.001095472,0.00007814301,0.0001406401,0.00006269837,0.00001586763,0.004533444],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9878589,"threshold_uncertainty_score":0.2029114,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02704911044684931,"score_gpt":0.1943049373335333,"score_spread":0.1672558268866839,"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."}}