{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003644693,0.0006652537,0.0007984259,0.0007174389,0.0006070128,0.003179016,0.001256435,0.0003996647,0.03314337],"category_scores_gemma":[0.0002030911,0.0005423765,0.0003703004,0.0002391685,0.0001014651,0.005792167,0.0007841155,0.0004192281,0.00723424],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003008332,"about_ca_system_score_gemma":0.0001466371,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001266546,"about_ca_topic_score_gemma":0.0001197207,"domain_scores_codex":[0.997043,0.00001523655,0.0008974645,0.0007453794,0.0006426072,0.0006563306],"domain_scores_gemma":[0.9971492,0.00006871795,0.001165883,0.001395398,0.000170533,0.00005026022],"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":[0.00001542209,0.00003136644,0.001642251,0.0006174938,0.00007884283,0.00005205574,0.00001661449,5.491012e-7,0.00001472276,0.00863355,0.9832507,0.005646396],"study_design_scores_gemma":[0.0006034949,0.00001363777,0.00451698,0.000523795,0.0001025517,0.00001087595,0.0002434699,0.00007483271,0.0000144247,0.002704634,0.9904157,0.0007756094],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0008806289,0.0009550413,0.00005126389,0.007653079,0.007882843,0.0007849375,0.00007923325,0.001357513,0.9803554],"genre_scores_gemma":[0.02554964,0.0004647241,0.0005101466,0.04300835,0.03154148,0.00005878732,0.003129858,0.000520049,0.8952169],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.0851385,"threshold_uncertainty_score":0.9997028,"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."}}