{"id":"W3114449178","doi":"10.5703/1288284317142","title":"Communicating Collections: Strategies for Informing Library Stakeholders of Collections, Budget, & Management Decisions","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":"Dialog box; Collection development; Data collection; Computer science; Order (exchange); Construct (python library); Process (computing); Academic library; Selection (genetic algorithm); Collections management; Knowledge management; World Wide Web; Business; Library science; Sociology","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":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.00009147855,0.0001458308,0.0001897726,0.0004055316,0.0008382461,0.001222377,0.0009216787,0.00004520747,0.00008493301],"category_scores_gemma":[0.00009248727,0.0001361128,0.0001084306,0.004113905,0.00004955107,0.003392241,0.0006035727,0.00008529136,0.000008506034],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002036778,"about_ca_system_score_gemma":0.0002832987,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008774477,"about_ca_topic_score_gemma":0.00001184241,"domain_scores_codex":[0.9987679,0.00003019901,0.0004829554,0.0002579702,0.000239196,0.0002218044],"domain_scores_gemma":[0.9987509,0.0005397308,0.000149172,0.0003665031,0.00006034706,0.000133346],"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":[0.00009454909,0.0001455615,0.0003448825,0.0001174908,0.0002026062,0.000001902049,0.004366541,0.001611374,0.00006576731,0.2367351,0.7242495,0.0320647],"study_design_scores_gemma":[0.0008684699,0.0001451096,0.0001199534,0.00005655961,0.00001138713,0.000004905392,0.005031135,0.01326617,0.001136629,0.01890461,0.9601508,0.0003043175],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.001597476,0.0001114844,0.5058015,0.002249291,0.0001046263,0.0006383534,0.000009764805,0.0005097255,0.4889778],"genre_scores_gemma":[0.09617406,0.0002734896,0.7973967,0.002494021,0.00004663471,0.0002742097,0.00003576322,0.00003025242,0.1032749],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.3857029,"threshold_uncertainty_score":0.9998145,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.104677990378157,"score_gpt":0.2593250974460349,"score_spread":0.1546471070678779,"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."}}