{"id":"W4241821839","doi":"10.32920/14636559.v1","title":"Preference for Reference: New Options and Choices for Academic Library Users","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Library Science and Information Literacy","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Reference desk; Digital reference; Service (business); Preference; Computer science; World Wide Web; Novelty; Work (physics); Psychology; Business; Marketing; Engineering; Social psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.002221757,0.0002160151,0.0003770474,0.001324064,0.001301571,0.003781189,0.0003787783,0.0007477597,0.007412975],"category_scores_gemma":[0.01007637,0.0001839525,0.000434109,0.001026904,0.001125302,0.002173322,0.00149451,0.0006109482,0.0007873313],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007815046,"about_ca_system_score_gemma":0.0005723226,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009880938,"about_ca_topic_score_gemma":0.01524889,"domain_scores_codex":[0.9984622,0.0008315222,0.0001359314,0.00008712553,0.0002939466,0.0001892063],"domain_scores_gemma":[0.9947572,0.002726798,0.0008602847,0.0002602527,0.0006349409,0.0007605193],"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":[0.001199948,0.0004291766,0.5226229,0.0004844824,0.00009399668,0.001499303,0.3771252,0.0002875903,0.003274994,0.00231527,0.002834395,0.08783281],"study_design_scores_gemma":[0.00007109914,0.0008287608,0.3453971,0.0001944383,0.0000717127,0.001397862,0.6330122,0.001176584,0.0009099084,0.001254837,0.01553117,0.0001543831],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9959512,0.0002204594,0.0002163954,0.0002523309,0.000005491188,0.00001200559,0.00004581853,0.00001026398,0.003286013],"genre_scores_gemma":[0.9983568,0.0001262993,0.0002258852,0.00008946948,0.000005546565,0.000007452111,0.00003052503,0.00000496733,0.001153161],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9962188,"threshold_uncertainty_score":0.02479887,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1320682338410714,"score_gpt":0.3658104269637462,"score_spread":0.2337421931226748,"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."}}