{"id":"W4282961702","doi":"10.18438/eblip30115","title":"Librarian-Lead Faculty Learning Communities Offer Opportunities for Collaboration","year":2022,"lang":"en","type":"article","venue":"Evidence Based Library and Information Practice","topic":"Data Quality and Management","field":"Decision Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Information literacy; Curriculum; Medical education; Literacy; Library science; Psychology; Sociology; Computer science; Pedagogy; Medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","scholarly_communication","insufficient_payload"],"consensus_categories":["scholarly_communication"],"category_scores_codex":[0.004664161,0.0001214511,0.0001617784,0.0003655216,0.001374726,0.00258633,0.0006203604,0.00003630311,0.001349134],"category_scores_gemma":[0.005229338,0.0001111364,0.0000382512,0.0006743186,0.00008361165,0.31054,0.0005916379,0.0002595013,0.00003639156],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001432879,"about_ca_system_score_gemma":0.0002914381,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000114201,"about_ca_topic_score_gemma":2.064532e-7,"domain_scores_codex":[0.9965909,0.001488344,0.0006986605,0.0001433606,0.0009178963,0.0001609064],"domain_scores_gemma":[0.9903638,0.00828417,0.0007180029,0.0003838615,0.0001718822,0.00007827049],"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":[0.0009174045,0.00006230857,0.0001567173,0.00008461239,0.00002203665,0.00000243043,0.003797207,0.005197007,0.000008693612,0.6798016,0.2106839,0.09926599],"study_design_scores_gemma":[0.000274549,0.0002807489,0.0002684064,0.00002146021,0.00001658763,0.000003907731,0.1672454,0.01548395,0.0001251371,0.001103963,0.8150505,0.0001254308],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.01021734,0.0006355906,0.1334543,0.8036286,0.001099219,0.002084922,0.001502011,0.0005259332,0.04685204],"genre_scores_gemma":[0.5341315,0.001391007,0.02642282,0.4062517,0.0001813637,0.001014833,0.006724426,0.00003291425,0.02384943],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.6786977,"threshold_uncertainty_score":0.9999254,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2672568174698916,"score_gpt":0.3951302564632836,"score_spread":0.127873438993392,"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."}}