{"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":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication"],"consensus_categories":["scholarly_communication"],"category_scores_codex":[0.0005223124,0.00016291,0.000199556,0.0001128485,0.0009893442,0.001722162,0.0005474694,0.0001458896,0.0005207143],"category_scores_gemma":[0.002366634,0.0001557767,0.0000763444,0.0007509065,0.0003441958,0.01688138,0.0001568005,0.0001813068,0.00007440951],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000610237,"about_ca_system_score_gemma":0.002011644,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002762756,"about_ca_topic_score_gemma":0.000006740318,"domain_scores_codex":[0.9981833,0.0000232915,0.0003762021,0.0003371726,0.0005248739,0.0005551734],"domain_scores_gemma":[0.998067,0.0001681556,0.0001769547,0.00008852334,0.00118571,0.0003136383],"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":[0.00001646245,0.00001376861,0.002706344,0.00004707578,0.00000725021,0.000001209703,0.3462699,1.542863e-7,0.00002728376,0.6258802,0.01497426,0.010056],"study_design_scores_gemma":[0.0001378796,0.00001643189,0.0009821308,0.00007879976,0.000004029487,0.000002280412,0.3637792,0.00002514229,0.0007727971,0.01164376,0.6223739,0.0001837301],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5818957,0.001071682,0.001725249,0.1006104,0.001742214,0.001305273,0.0002492225,0.001085137,0.3103151],"genre_scores_gemma":[0.9585736,0.0003945784,0.01906622,0.01409563,0.001224723,0.00007653158,0.0001548195,0.00002368676,0.006390252],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6142365,"threshold_uncertainty_score":0.9993141,"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."}}