{"id":"W6996549724","doi":"","title":"SHU Libraries Program Review 2018","year":2019,"lang":"en","type":"article","venue":"Seton Hall University eRepository (Seton Hall University)","topic":"Library Science and Information Literacy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"York University","keywords":"Service (business); Information literacy; Digital library; Variety (cybernetics); Library instruction; Literacy; Best practice; Unit (ring theory)","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003994976,0.0003029406,0.0004105931,0.0005196949,0.001347467,0.0002844427,0.001627371,0.0002582592,0.001756526],"category_scores_gemma":[0.00003690696,0.0003529038,0.0002992935,0.001748529,0.000647628,0.01740944,0.0004040869,0.0003598365,0.001096402],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004528405,"about_ca_system_score_gemma":0.0009536953,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001477561,"about_ca_topic_score_gemma":0.000132306,"domain_scores_codex":[0.997216,0.000480385,0.0002878546,0.0006046076,0.0007177804,0.0006933707],"domain_scores_gemma":[0.9981417,0.0001304419,0.0003432095,0.0006364207,0.0002482186,0.000500015],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002624407,0.0004993692,0.03014336,0.0008733761,0.0002051654,0.0005393771,0.01117941,0.00004404747,0.0001346621,0.8445182,0.1042513,0.007349333],"study_design_scores_gemma":[0.000512641,0.0001755696,0.001332952,0.0003680996,0.00006857351,0.000006044912,0.008133614,0.00009074268,0.00004896188,0.0001738936,0.9886253,0.0004635639],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0336926,0.000612681,0.0001084573,0.004310627,0.001341254,0.001495646,0.00004245709,0.0008740111,0.9575223],"genre_scores_gemma":[0.2201438,0.01035678,0.003697913,0.005247601,0.0005232516,0.000001365572,0.0003101769,0.00005540534,0.7596637],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8843741,"threshold_uncertainty_score":0.9999526,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01014913262432831,"score_gpt":0.218682600681795,"score_spread":0.2085334680574667,"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."}}