{"id":"W3114058053","doi":"10.5703/1288284317152","title":"Begin at the Beginning: Revamping Collection Development Workflows","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":"Workflow; Collection development; Computer science; Point (geometry); World Wide Web; Subject (documents); Liberian dollar; Knowledge management; Business; Database; Finance","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.09497327,0.001252119,0.0008360923,0.005793722,0.01977717,0.0283493,0.009135962,0.004399649,0.009797189],"category_scores_gemma":[0.1472522,0.002079529,0.001791808,0.005178251,0.0116306,0.02338338,0.01968574,0.01070508,0.006604594],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02434696,"about_ca_system_score_gemma":0.06098501,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04030262,"about_ca_topic_score_gemma":0.04144355,"domain_scores_codex":[0.8930195,0.05856372,0.007705896,0.008328199,0.02306185,0.009320844],"domain_scores_gemma":[0.8214771,0.05079604,0.009610031,0.05689956,0.0432504,0.01796691],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005463017,0.001011149,0.01141232,0.000964913,0.0001158324,0.001680824,0.1155843,0.005739559,0.008911952,0.1040187,0.1707966,0.5792174],"study_design_scores_gemma":[0.00009509076,0.0002363352,0.003192714,0.0006331186,0.00004836867,0.0003395129,0.02268336,0.003021066,0.005419504,0.01639158,0.9476849,0.0002544093],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.1906268,0.004509516,0.3708636,0.2291693,0.009483386,0.004093041,0.0005733182,0.02659617,0.1640848],"genre_scores_gemma":[0.3758205,0.00277783,0.4748011,0.03366772,0.002085751,0.002548731,0.001360042,0.006142512,0.1007957],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.09497327,"threshold_uncertainty_score":0.5022726,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03381922002057881,"score_gpt":0.2048857618618914,"score_spread":0.1710665418413126,"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."}}