{"id":"W2187460848","doi":"10.29173/iasl8080","title":"Developing 21st Century School Media Resource Libraries for Singapore","year":2021,"lang":"en","type":"article","venue":"IASL Annual Conference Proceedings","topic":"Library Science and Information Literacy","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Resource (disambiguation); School library; Focus group; Supervisor; Public relations; School teachers; Sociology; Library science; Political science; Medical education; Pedagogy; Medicine; 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":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01756608,0.0005331023,0.0003471952,0.002926562,0.003861347,0.01501006,0.002602737,0.002286454,0.01168163],"category_scores_gemma":[0.0132911,0.0005531779,0.0005033397,0.003302339,0.001438048,0.01107426,0.009057083,0.001435951,0.003353657],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007295402,"about_ca_system_score_gemma":0.06421252,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0165787,"about_ca_topic_score_gemma":0.03395477,"domain_scores_codex":[0.9942619,0.00252273,0.0007892469,0.0004006731,0.001219125,0.0008063379],"domain_scores_gemma":[0.9754966,0.002864961,0.003941024,0.001660617,0.006670684,0.009366159],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006813786,0.002574653,0.09929983,0.003658209,0.0001456331,0.005081647,0.04806526,0.003581723,0.01425697,0.08473314,0.06613831,0.6717833],"study_design_scores_gemma":[0.0001905477,0.001102272,0.07567111,0.001569214,0.000105471,0.001022878,0.08651185,0.00414222,0.01002517,0.007704186,0.8117912,0.0001639597],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6981587,0.008684806,0.04095561,0.07235619,0.001106484,0.005152751,0.001668976,0.003229355,0.1686872],"genre_scores_gemma":[0.8097144,0.006217271,0.09045015,0.006930752,0.000296769,0.001679082,0.003025756,0.0002834234,0.08140238],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01756608,"threshold_uncertainty_score":0.09289944,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04050774127517948,"score_gpt":0.2878994444114679,"score_spread":0.2473917031362884,"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."}}