{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002690647,0.0004204045,0.0005383611,0.0001860494,0.001021453,0.0003333725,0.0003153234,0.0003080663,0.000775855],"category_scores_gemma":[0.0000427665,0.0004567713,0.00006976662,0.0003756284,0.000448135,0.00317384,0.0006835802,0.0001876872,0.0002862207],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002594211,"about_ca_system_score_gemma":0.00002994663,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00125275,"about_ca_topic_score_gemma":0.0001105982,"domain_scores_codex":[0.9976272,0.0002181295,0.0004049578,0.000914446,0.0002687346,0.0005665333],"domain_scores_gemma":[0.9988579,0.0001339234,0.0003361221,0.0003335173,0.00006663362,0.0002718953],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007911146,0.0005719595,0.9100053,0.002177767,0.002200739,0.0001733268,0.02226957,0.00183229,0.005822837,0.01518696,0.02766067,0.01130745],"study_design_scores_gemma":[0.008975066,0.001051211,0.8350192,0.0009186042,0.001304514,0.00002746378,0.0765745,0.03571511,0.0008781212,0.0007158674,0.03696309,0.001857218],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9848204,0.0003732141,0.002682528,0.003373666,0.0004372739,0.002216233,0.0004319081,0.0002855505,0.005379202],"genre_scores_gemma":[0.9917986,0.0004212879,0.0008300619,0.0001261708,0.00007890666,0.000008199519,0.0003051542,0.00004389064,0.006387752],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07498608,"threshold_uncertainty_score":0.9997884,"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."}}