{"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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0002740211,0.0001379579,0.0001496102,0.0002175182,0.001372806,0.0001851529,0.0001136199,0.000007124365,0.000535227],"category_scores_gemma":[0.00008807523,0.0001315566,0.00005018234,0.0001322024,0.0001736113,0.0003939477,0.0002715279,0.00008941555,0.00004058442],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006493762,"about_ca_system_score_gemma":0.00001464354,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004972844,"about_ca_topic_score_gemma":0.00007054648,"domain_scores_codex":[0.9990695,0.0000970734,0.0002582742,0.0002441994,0.0001956276,0.0001353601],"domain_scores_gemma":[0.9991866,0.0003632998,0.0001065928,0.0001032236,0.0001989817,0.00004128212],"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":[0.00001814038,0.0001946627,0.0004834553,0.00005360323,0.00008435819,5.013796e-7,0.1172433,0.00001524049,0.00001065312,0.7920892,0.03625641,0.05355048],"study_design_scores_gemma":[0.0002018286,0.00005057976,0.008984158,0.00004427801,0.00003286352,0.000001275414,0.01343074,0.0009255445,0.00001726018,0.02653266,0.9496096,0.0001691601],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.03440456,0.002524549,0.00007809231,0.001624011,0.0007093959,0.0002882816,0.0000261955,0.0001351093,0.9602098],"genre_scores_gemma":[0.7177808,0.0001176412,0.00002375921,0.00006290611,0.0001972304,0.0002754192,0.0002109246,0.00001028332,0.281321],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9133533,"threshold_uncertainty_score":0.9999273,"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."}}