{"id":"W4226144322","doi":"10.5860/lrts.66n1.16","title":"A Holistic Assessment of Spanish Gift Books","year":2022,"lang":"en","type":"article","venue":"Library Resources and Technical Services","topic":"Library Science and Information Literacy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Blessing; Value (mathematics); Collection development; Relation (database); Computer science; Curriculum; Academic library; Data collection; Library science; World Wide Web; Sociology; Pedagogy; Database; Social science; History","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":[0.002744546,0.0002765536,0.000403317,0.002475712,0.0005466734,0.001462961,0.0003284195,0.0003673328,0.004849858],"category_scores_gemma":[0.007791824,0.00008589254,0.0003318865,0.001678609,0.0008010906,0.001077206,0.001744047,0.0003332721,0.0004764048],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001723452,"about_ca_system_score_gemma":0.001252714,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003460014,"about_ca_topic_score_gemma":0.007261344,"domain_scores_codex":[0.9980087,0.000563553,0.0001500845,0.000140341,0.0009874727,0.0001498951],"domain_scores_gemma":[0.997135,0.0007895377,0.0003780179,0.0001839345,0.001230999,0.0002824627],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0008575792,0.0009644137,0.3725902,0.0009762101,0.0002074234,0.001349813,0.05118268,0.001884356,0.01051962,0.005191498,0.007359505,0.5469167],"study_design_scores_gemma":[0.00004364711,0.001033395,0.9244625,0.0002708474,0.00007473641,0.0008190294,0.03679681,0.0009127536,0.003101588,0.001711439,0.03072288,0.00005028583],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9506105,0.0003388631,0.0009426536,0.0001249061,0.00001687951,0.0001481759,0.0002627574,0.00002065216,0.04753466],"genre_scores_gemma":[0.9883686,0.0004937272,0.00212524,0.00007290261,0.000008839957,0.000136647,0.0003582533,0.00001212575,0.008423743],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004849858,"threshold_uncertainty_score":0.01622438,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.013957759871103,"score_gpt":0.2821488572994623,"score_spread":0.2681910974283593,"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."}}