{"id":"W3142875594","doi":"10.29173/iasl7512","title":"School Libraries Dynamics","year":2021,"lang":"en","type":"article","venue":"IASL Annual Conference Proceedings","topic":"Educational Methods and Media Use","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Reading (process); School library; Dynamics (music); Pedagogy; Sociology; Literacy; Digital library; Political science; Public relations; Mathematics education; Library science; Computer science; Psychology","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":[],"consensus_categories":[],"category_scores_codex":[0.000220221,0.0001470158,0.0001686723,0.0000740435,0.0001244391,0.0007408566,0.0007261431,0.00008321952,0.0001158052],"category_scores_gemma":[0.0009659459,0.000140396,0.00005147156,0.0004997975,0.00007111584,0.001871452,0.000373177,0.0002319287,0.0001028177],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004473404,"about_ca_system_score_gemma":0.001025649,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000951624,"about_ca_topic_score_gemma":0.000004108765,"domain_scores_codex":[0.9987324,0.0000170894,0.0002012103,0.0004420611,0.0003026747,0.00030449],"domain_scores_gemma":[0.9981392,0.00009205408,0.00008128922,0.0001914416,0.001219387,0.0002766166],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000004373645,0.00008950731,0.008477958,0.00004677143,0.00001641248,0.00001283588,0.03029716,2.510331e-7,0.0002816568,0.9121898,0.00674073,0.04184255],"study_design_scores_gemma":[0.0009192667,0.0002923303,0.04415315,0.0003326772,0.0000391111,0.0003604771,0.1041871,0.02457214,0.02532352,0.6729599,0.1253201,0.001540298],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6690538,0.0006325989,0.2572805,0.03993955,0.001923656,0.0002626159,0.00003283142,0.0006603239,0.03021408],"genre_scores_gemma":[0.5255468,0.00006546837,0.4676671,0.001654269,0.0002494002,0.00003781198,0.000009862034,0.00001167515,0.004757544],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2392299,"threshold_uncertainty_score":0.7144098,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02706314189355688,"score_gpt":0.2825242074067889,"score_spread":0.255461065513232,"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."}}