{"id":"W3190351375","doi":"","title":"LibGuides: Lean Library Browser Extension: Home","year":2017,"lang":"en","type":"libguides","venue":"","topic":"ERP Systems Implementation and Impact","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Extension (predicate logic); World Wide Web; Computer science; Business; Programming language","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"not_applicable","genre":"software","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":["insufficient_payload"],"domain":null,"study_design":"not_applicable","genre":"software","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008048329,0.001222137,0.0006822317,0.003346029,0.001058902,0.003065994,0.001961575,0.001002291,0.3524153],"category_scores_gemma":[0.003295849,0.001061817,0.000541717,0.004480608,0.0004607855,0.003752904,0.003524453,0.00136189,0.3469852],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001218717,"about_ca_system_score_gemma":0.003066979,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0336729,"about_ca_topic_score_gemma":0.06659674,"domain_scores_codex":[0.9995852,0.00004375284,0.00002795494,0.00004806318,0.0002018967,0.00009308408],"domain_scores_gemma":[0.9979832,0.0002506091,0.00006835398,0.0004267095,0.0009587505,0.0003122832],"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":[0.0002039127,0.00009374075,0.001014204,0.000215426,0.00001118189,0.00008744768,0.0002800184,0.0000951047,0.0009654652,0.001776825,0.9206839,0.07457281],"study_design_scores_gemma":[0.0001041745,0.00002831515,0.003604119,0.000242619,0.0000188149,0.0001943454,0.0002655366,0.001061273,0.005829436,0.002525047,0.986046,0.0000803213],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"other","genre_scores_codex":[0.006223665,0.0003972567,0.02359742,0.0007624931,0.0002674579,0.000297624,0.1027239,0.5403219,0.3254083],"genre_scores_gemma":[0.04232497,0.001276642,0.03581072,0.001346789,0.0002458122,0.0007716189,0.2223935,0.1899256,0.5059043],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.3524153,"threshold_uncertainty_score":0.923701,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05625542117082525,"score_gpt":0.2902928505672082,"score_spread":0.2340374293963829,"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."}}