{"id":"W3122220093","doi":"10.5703/1288284317155","title":"Strategic Reinvestments of Journal Packages at the Pennsylvania State University","year":2020,"lang":"en","type":"article","venue":"","topic":"Library Collection Development and Digital Resources","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Purdue Pharma (Canada)","funders":"","keywords":"Negotiation; State (computer science); Purchasing; Workflow; Purchasing power; Power (physics); Face (sociological concept); Computer science; Value (mathematics); Public relations; Business; Political science; Marketing; Sociology; Economics; Law","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00005487755,0.00005452087,0.00006078005,0.00003018889,0.0001621879,0.0001655326,0.0005167561,0.00001081915,0.0001641876],"category_scores_gemma":[0.00000623916,0.00003410849,0.00003608831,0.0003684608,0.00003768919,0.0007229806,0.0002932573,0.00005411121,0.00004700229],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001903234,"about_ca_system_score_gemma":0.0001050941,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000033537,"about_ca_topic_score_gemma":0.000003261293,"domain_scores_codex":[0.9994752,0.00003998499,0.00009608442,0.0001061702,0.0001850157,0.00009753723],"domain_scores_gemma":[0.9996704,0.00003050919,0.00007162661,0.00009365821,0.00002971551,0.0001041214],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006140466,0.0002654766,0.03416521,0.0000765979,0.0004457951,0.0005929265,0.02312669,0.00136081,0.004687314,0.3568907,0.5444145,0.03335992],"study_design_scores_gemma":[0.004702805,0.001635821,0.0436382,0.00004984172,0.00003205143,0.0002677659,0.005360479,0.022273,0.07223094,0.09020102,0.7583041,0.001303949],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7315395,0.00007842616,0.0080065,0.008465007,0.0001051871,0.0000960924,0.000002339995,0.0000873565,0.2516196],"genre_scores_gemma":[0.9503612,0.00004451983,0.002030591,0.001092346,0.00001441686,1.075435e-7,6.597998e-7,0.000002840645,0.04645335],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2666897,"threshold_uncertainty_score":0.179774,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03139633951025395,"score_gpt":0.1830847642834887,"score_spread":0.1516884247732347,"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."}}