{"id":"W4224268029","doi":"10.29173/slw8315","title":"What's Working?","year":2022,"lang":"en","type":"article","venue":"School Libraries Worldwide","topic":"Library Science and Information Literacy","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Curriculum; School library; Rebranding; Pedagogy; Public relations; Knowledge management; Sociology; Computer science; Business; Political science; World Wide Web; Marketing","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":[0.0006818927,0.0001023617,0.0001166776,0.0002045838,0.002786746,0.002686894,0.0009120828,0.00002798891,0.02656162],"category_scores_gemma":[0.0001863089,0.0001059299,0.00007902576,0.001501858,0.0002685018,0.04455498,0.0003713755,0.0003189638,0.0005305586],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007525935,"about_ca_system_score_gemma":0.0007309861,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009736433,"about_ca_topic_score_gemma":0.000009976333,"domain_scores_codex":[0.9980508,0.000266916,0.000283983,0.0002086899,0.0007375937,0.0004519901],"domain_scores_gemma":[0.9991409,0.0001586854,0.0001215983,0.0002757472,0.00002261262,0.0002804559],"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":[0.00002479099,0.0000254768,0.01999884,0.000002449022,0.000007614007,0.000006494301,0.01627462,0.00008080102,0.000003459128,0.7451255,0.2055573,0.01289265],"study_design_scores_gemma":[0.0001094634,0.0000184503,0.002855786,0.000008461176,0.000001993116,0.000001068314,0.03428774,0.00002578624,0.00002152795,0.02321611,0.9393068,0.0001468047],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.04150746,0.00198441,0.00006317842,0.1194927,0.008917289,0.0005669201,0.00001327352,0.0008560284,0.8265988],"genre_scores_gemma":[0.7279642,0.0002301293,0.001916002,0.06879091,0.001215888,0.0001533217,0.00006977379,0.00002402271,0.1996358],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7337495,"threshold_uncertainty_score":0.9985115,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0190111305116266,"score_gpt":0.2633680188608072,"score_spread":0.2443568883491807,"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."}}