{"id":"W2512623009","doi":"","title":"Referral Marketing Campaigns: 'Slashdotting' Digital Library Resources","year":2007,"lang":"en","type":"article","venue":"SMARTech Repository (Georgia Institute of Technology)","topic":"Web and Library Services","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Library science; Information literacy; Service (business); The Internet; Collection development; World Wide Web; Digital library; Digital reference; Computer science; Library instruction; Multimedia; Business; Marketing; Art","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005499613,0.0003511134,0.00041181,0.0008963914,0.0003654468,0.0003912968,0.00280292,0.0004828213,0.000009469496],"category_scores_gemma":[0.0001110942,0.000332009,0.0001649615,0.001748723,0.0004878538,0.004752634,0.001276119,0.000534765,0.00003388624],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004450305,"about_ca_system_score_gemma":0.0002191386,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001312054,"about_ca_topic_score_gemma":0.00000538408,"domain_scores_codex":[0.9972486,0.00003905573,0.0008397234,0.0007756193,0.0004242197,0.0006727856],"domain_scores_gemma":[0.9977801,0.0001058349,0.000475846,0.001402724,0.0000808598,0.0001545654],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005360909,0.0009749844,0.4150571,0.0008616031,0.0004953461,0.00296376,0.001592395,0.00007861733,0.05628182,0.2047155,0.006999459,0.3094434],"study_design_scores_gemma":[0.0009185611,0.0004485712,0.03570973,0.0006000848,0.00003402381,0.0007127283,0.0006809228,0.0004958229,0.1980402,0.006340482,0.7549302,0.001088694],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9023015,0.0006650939,0.006383327,0.001314491,0.001507684,0.0002942289,0.000007693052,0.002846866,0.08467904],"genre_scores_gemma":[0.925327,0.00001141847,0.07206997,0.0001366633,0.0002454785,0.00001310049,0.000009946201,0.00003501157,0.002151401],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7479308,"threshold_uncertainty_score":0.9999132,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005708813757741789,"score_gpt":0.1945675239477798,"score_spread":0.188858710190038,"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."}}