{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00218089,0.0007339686,0.0005048554,0.0009620471,0.003590889,0.008874815,0.001154364,0.004184864,0.0829246],"category_scores_gemma":[0.009061603,0.000253125,0.000369726,0.00101905,0.00253409,0.01297473,0.003412114,0.004755935,0.05780403],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001627512,"about_ca_system_score_gemma":0.001852016,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002125271,"about_ca_topic_score_gemma":0.004897065,"domain_scores_codex":[0.998221,0.0006377163,0.00005923146,0.0003186915,0.0004734035,0.0002899836],"domain_scores_gemma":[0.9974468,0.0005136175,0.0001496571,0.0002769945,0.0005091605,0.001103828],"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":[0.00001907262,0.00001265741,0.0001665945,0.00006995376,0.000002468556,0.0001515026,0.0005637397,0.000006309103,0.0000837003,0.008050417,0.9500385,0.04083513],"study_design_scores_gemma":[0.000001265849,0.000004679176,0.0000633756,0.00004866787,8.264128e-7,0.0001719345,0.0004717843,0.00000706267,0.00003209055,0.0009656537,0.9982296,0.000003032551],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001730154,0.06049942,0.002634891,0.6450491,0.06244965,0.00003175513,0.0003773478,0.001420135,0.2258075],"genre_scores_gemma":[0.021023,0.02139236,0.002601769,0.2697153,0.01246844,0.00005085736,0.0003168458,0.0007926892,0.6716387],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.0829246,"threshold_uncertainty_score":0.2774104,"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."}}