{"id":"W7093821125","doi":"","title":"A YEAR FROM NOW YOU WILL WISH YOU HAD STARTED TODAY -\\tREDEFINING STRATEGY AND ORGANIZATION FOR LIBRARY AUTOMATION AND CONTENT","year":2013,"lang":"","type":"article","venue":"Purdue e-Pubs (Purdue University System)","topic":"Hydrology and Watershed Management Studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Purdue Pharma (Canada)","funders":"","keywords":"Vendor; Workflow; Automation; Service (business); Information system; Library classification; Information technology; Digital library","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":[0.002223239,0.0004637449,0.0005108468,0.001121361,0.00818314,0.01898069,0.001014993,0.002247257,0.1363544],"category_scores_gemma":[0.006972596,0.0002794165,0.0004936781,0.001192287,0.002118158,0.00777559,0.005687932,0.005745001,0.08900852],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003653228,"about_ca_system_score_gemma":0.006754053,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009281912,"about_ca_topic_score_gemma":0.02754273,"domain_scores_codex":[0.9981154,0.0003230022,0.00006351041,0.0002048624,0.0007768849,0.0005163816],"domain_scores_gemma":[0.992826,0.000315887,0.0002222632,0.0005114388,0.002549282,0.003575196],"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":[0.00003497826,0.00006873851,0.001688447,0.00008338637,0.00000795993,0.0001870189,0.001378843,0.0000282358,0.0004568275,0.01660631,0.9113292,0.06813012],"study_design_scores_gemma":[0.000001577963,0.00001762955,0.0007810568,0.00004886703,0.000001354096,0.00007330342,0.001179055,0.00001104165,0.0001220824,0.0007087706,0.9970474,0.000007868469],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01767302,0.01112929,0.005529375,0.2932324,0.052191,0.0002417876,0.001377976,0.002289757,0.6163355],"genre_scores_gemma":[0.04070651,0.003790361,0.003784131,0.03009044,0.002374872,0.00006935301,0.0005977409,0.0007086404,0.917878],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1363544,"threshold_uncertainty_score":0.4561508,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01024546338218983,"score_gpt":0.1556181054671674,"score_spread":0.1453726420849775,"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."}}