{"id":"W150418376","doi":"10.29173/slw6852","title":"Comparison of Private and Public School Library Services in Kuwait: A Case Study","year":2013,"lang":"en","type":"article","venue":"School Libraries Worldwide","topic":"Library Science and Information Literacy","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Private school; Business; Resource (disambiguation); Public relations; Psychology; Political science; Mathematics education; 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":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":true,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication","insufficient_payload"],"consensus_categories":["scholarly_communication"],"category_scores_codex":[0.0003616258,0.0001852322,0.0003552819,0.0005122294,0.0004734427,0.002261391,0.0006636077,0.00008497472,0.0032842],"category_scores_gemma":[0.0002072629,0.000163544,0.0000458635,0.001699703,0.0003733309,0.06796277,0.0003686803,0.000296038,0.0002045991],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000185319,"about_ca_system_score_gemma":0.0004465769,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003208845,"about_ca_topic_score_gemma":0.0003438402,"domain_scores_codex":[0.9976255,0.0003341319,0.0007953459,0.0002972719,0.0004502309,0.0004975339],"domain_scores_gemma":[0.9985297,0.0002361557,0.0002904745,0.0003460977,0.00003951126,0.0005580022],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000009770553,0.0001544397,0.9564164,0.00003134258,0.00001071671,0.00002526621,0.02105989,0.000002777238,0.000006685935,0.01653272,0.002991961,0.002758015],"study_design_scores_gemma":[0.0009193526,0.0001628111,0.5900054,0.00009365132,0.000009488723,0.00001471684,0.3066654,0.0005796661,0.000115674,0.009157748,0.0918705,0.0004056234],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.966471,0.000447541,0.000003903642,0.007064457,0.0001553778,0.0009464809,0.000006410914,0.0001633518,0.02474144],"genre_scores_gemma":[0.9944255,0.00003234093,0.001419836,0.002036829,0.0001204099,0.00007146667,0.00001240899,0.00001411999,0.001867083],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.366411,"threshold_uncertainty_score":0.9987743,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02283667099923109,"score_gpt":0.3000130318907752,"score_spread":0.2771763608915441,"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."}}