{"id":"W311129738","doi":"10.29173/slw6980","title":"Korea: A Study of School Library Development","year":2007,"lang":"en","type":"article","venue":"School Libraries Worldwide","topic":"Global Educational Reforms and Inequalities","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Lifelong learning; Curriculum; Government (linguistics); Implementation; School library; Information and Communications Technology; Plan (archaeology); Political science; Development plan; Library science; Pedagogy; Sociology; Engineering; Geography; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"qualitative","genre":"other","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007597688,0.0001579977,0.0002350181,0.0002237477,0.0005196397,0.0002509626,0.0005001955,0.00007531676,0.0030646],"category_scores_gemma":[0.0008196395,0.0001341422,0.00005838205,0.0008270397,0.0002118278,0.002069544,0.0001603423,0.0001926656,0.0001727185],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009580016,"about_ca_system_score_gemma":0.002141095,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001273482,"about_ca_topic_score_gemma":0.001208698,"domain_scores_codex":[0.9978897,0.00009934796,0.0005974998,0.0002426773,0.0006932652,0.0004774829],"domain_scores_gemma":[0.9987838,0.000228037,0.0001785467,0.0002452615,0.00009038118,0.0004739187],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001479584,0.000687533,0.5985876,0.00002640607,0.00008954782,0.000009379682,0.03262218,0.000003963489,0.00001478312,0.3206651,0.04036472,0.006780799],"study_design_scores_gemma":[0.0002980147,0.00006880947,0.4370441,0.00003545805,0.000008102068,3.38157e-7,0.09112687,1.807043e-7,0.0004533858,0.009238169,0.4615439,0.0001826975],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6880812,0.0003327141,0.00002365956,0.001243824,0.0004074387,0.0003588835,0.000004635446,0.0001333839,0.3094142],"genre_scores_gemma":[0.9605028,0.00002172224,0.004080097,0.0006084489,0.0004259679,0.00002649847,0.000015578,0.00001927549,0.03429962],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4211792,"threshold_uncertainty_score":0.9978467,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03299845113136692,"score_gpt":0.3117159155549309,"score_spread":0.278717464423564,"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."}}