{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.00295166,0.0005425546,0.0005099285,0.0008528787,0.008297529,0.01612018,0.002556877,0.01182284,0.04692593],"category_scores_gemma":[0.005970188,0.0003671959,0.0005718232,0.002067295,0.002884257,0.007425445,0.002480201,0.006978389,0.01251489],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00596342,"about_ca_system_score_gemma":0.01906602,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06834995,"about_ca_topic_score_gemma":0.1369257,"domain_scores_codex":[0.9978786,0.0002627613,0.00006617612,0.0001846735,0.001344923,0.0002629275],"domain_scores_gemma":[0.9949384,0.0006040346,0.00009080345,0.0002149146,0.002615736,0.001536058],"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":[0.00001249243,0.00001877357,0.0003195863,0.00004626944,0.000003787231,0.000236835,0.0002468498,0.00006718393,0.0002994447,0.01206073,0.9699395,0.01674849],"study_design_scores_gemma":[0.000003139304,0.000007861522,0.0002210763,0.00004658346,0.000005017541,0.0001063007,0.0006538075,0.00005047337,0.00005394184,0.0009896414,0.9978521,0.00001002539],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.002946842,0.007064505,0.001314684,0.7081568,0.02691097,0.00003909657,0.0002405638,0.0006268374,0.2526997],"genre_scores_gemma":[0.04460805,0.01202794,0.002216527,0.4106736,0.01771346,0.00003755293,0.0002167913,0.0004767576,0.5120293],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9838798,"threshold_uncertainty_score":0.1569829,"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."}}