{"id":"W4288060477","doi":"10.18357/kula.233","title":"Working Knowledge","year":2022,"lang":"en","type":"article","venue":"KULA knowledge creation dissemination and preservation studies","topic":"Digital and Traditional Archives Management","field":"Arts and Humanities","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cataloging; Schema (genetic algorithms); Metadata; Computer science; Information retrieval; Negotiation; Subject (documents); World Wide Web; Work (physics); Controlled vocabulary; Data science; Engineering; Sociology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.004184445,0.0006458318,0.0006420598,0.00260602,0.003758005,0.01389098,0.002809114,0.003075795,0.1299263],"category_scores_gemma":[0.01473059,0.0003692067,0.0007358305,0.002807908,0.004018005,0.0135012,0.00606393,0.001977921,0.05777741],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002430296,"about_ca_system_score_gemma":0.007784985,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003692665,"about_ca_topic_score_gemma":0.00350322,"domain_scores_codex":[0.9962311,0.0009638859,0.0003261544,0.0008382496,0.001207797,0.0004328528],"domain_scores_gemma":[0.9915454,0.002031357,0.0004553988,0.003052858,0.00175685,0.001158095],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00003905972,0.000130464,0.00170331,0.0005117866,0.00003749962,0.0004214678,0.008842196,0.0002188554,0.0003776119,0.3840774,0.2106019,0.3930385],"study_design_scores_gemma":[0.000007733373,0.00001353953,0.000559511,0.0007226699,0.00001011246,0.0002483933,0.002990894,0.0001052972,0.0001681224,0.1277602,0.8674001,0.00001351007],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.002140056,0.003043053,0.01083675,0.0112768,0.0007752004,0.0001045918,0.0005532347,0.0002394194,0.9710308],"genre_scores_gemma":[0.1852546,0.0169346,0.03382123,0.01039336,0.001524197,0.000536927,0.005853412,0.0004070973,0.7452745],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.986109,"threshold_uncertainty_score":0.4346469,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09887111221910956,"score_gpt":0.3253903241111118,"score_spread":0.2265192118920022,"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."}}