{"id":"W4390711055","doi":"10.31046/proceedings.2023.3363","title":"Perlego, a Friend or Foe?","year":2023,"lang":"en","type":"article","venue":"ATLA Summary of Proceedings","topic":"Library Collection Development and Digital Resources","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Wycliffe College","funders":"","keywords":"Popularity; Mainstream; Service (business); World Wide Web; Reading (process); Computer science; Internet privacy; Public relations; Advertising; Business; Multimedia; Marketing; Political science","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":[],"consensus_categories":[],"category_scores_codex":[0.0001412371,0.000115952,0.0001480356,0.0002768115,0.0001131968,0.000234866,0.0006547105,0.00004755647,0.00005744558],"category_scores_gemma":[0.00008820963,0.00009061101,0.00005825995,0.002038798,0.00004499522,0.001946576,0.0003872879,0.00006413735,0.0001144543],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001364956,"about_ca_system_score_gemma":0.0001016184,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005065042,"about_ca_topic_score_gemma":8.978835e-7,"domain_scores_codex":[0.998902,0.000003160217,0.000216968,0.0002888532,0.0003298176,0.0002592163],"domain_scores_gemma":[0.9995754,0.00007019562,0.00008011557,0.0001007477,0.00008014838,0.00009343331],"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":[0.00009576218,0.00007723847,0.02312157,0.0001722709,0.00005491641,0.00003596028,0.007068828,0.00000253103,0.001700204,0.07424702,0.8670341,0.02638958],"study_design_scores_gemma":[0.0007627878,0.0003769373,0.01792056,0.0001270367,0.000007154983,0.00003493117,0.001055754,0.005117222,0.01456574,0.01426479,0.9452388,0.0005282902],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6012232,0.00009159469,0.0005459243,0.002540722,0.0003770836,0.0002706123,0.000002582558,0.0011886,0.3937597],"genre_scores_gemma":[0.852728,0.00007893299,0.007246293,0.0003515696,0.0001212695,0.00003779859,0.000006006686,0.00002032773,0.1394098],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2543499,"threshold_uncertainty_score":0.369501,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02288849021933508,"score_gpt":0.2332553061177369,"score_spread":0.2103668158984018,"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."}}