{"id":"W2038112688","doi":"10.1080/03615261003623088","title":"All in This Together: A Subscription Vendor's View","year":2010,"lang":"en","type":"article","venue":"The Serials Librarian","topic":"Library Collection Development and Digital Resources","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Vendor; Staffing; Recession; Business; Computer science; Operations research; Finance; Marketing; Economics; Management; Engineering","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":[],"consensus_categories":[],"category_scores_codex":[0.0004061877,0.0001301505,0.0001533298,0.0001193271,0.0001102699,0.0009072294,0.001111416,0.00007714231,0.000653735],"category_scores_gemma":[0.00006735234,0.00008939023,0.00005195706,0.0006058881,0.00004160362,0.002830013,0.0002886014,0.000180389,0.0002397374],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008996855,"about_ca_system_score_gemma":0.0001277528,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005383645,"about_ca_topic_score_gemma":0.00005173891,"domain_scores_codex":[0.9989191,0.0001281505,0.000256867,0.0002538851,0.00019012,0.0002519223],"domain_scores_gemma":[0.9992434,0.0001120557,0.00007943564,0.0004752491,0.00001187982,0.00007798227],"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":[0.0001575449,0.000300749,0.006091732,0.00004180343,0.00008704012,0.00005280232,0.01630192,0.00002373684,0.05983241,0.7466783,0.0700354,0.1003966],"study_design_scores_gemma":[0.00049973,0.00004104495,0.01229433,0.00001800712,0.000003106436,0.00001874288,0.00003320798,0.0005033472,0.01764562,0.04542937,0.92326,0.0002535156],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.705679,0.0002658408,0.000981423,0.02751933,0.004088297,0.0006936395,0.000004111927,0.0006635895,0.2601048],"genre_scores_gemma":[0.9819502,0.00004738689,0.0045357,0.003925591,0.0004170066,0.00004722169,0.000007360021,0.00001994098,0.009049603],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8532246,"threshold_uncertainty_score":0.8748434,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0282583826859861,"score_gpt":0.2310037389602863,"score_spread":0.2027453562743002,"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."}}