{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003286677,0.0003631735,0.0003856665,0.005101696,0.01241615,0.02535197,0.001582209,0.003869933,0.1551926],"category_scores_gemma":[0.009738366,0.000639462,0.0005546485,0.008468702,0.00469305,0.01705532,0.01320276,0.003550366,0.02831964],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01672768,"about_ca_system_score_gemma":0.01506818,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0170197,"about_ca_topic_score_gemma":0.02223298,"domain_scores_codex":[0.9937347,0.002118866,0.0003572594,0.0009243598,0.001371825,0.001493057],"domain_scores_gemma":[0.9891388,0.002610965,0.001265407,0.0007071904,0.001932924,0.004344594],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0001169168,0.0002374545,0.01055477,0.0004574717,0.00002629587,0.001427906,0.07794934,0.0003645461,0.0004967826,0.5852227,0.2044041,0.1187416],"study_design_scores_gemma":[0.000008216142,0.00001199866,0.001985381,0.0001301682,0.000004088094,0.000176554,0.02135561,0.00008812529,0.0001195361,0.005902597,0.9702052,0.00001248946],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.05457922,0.002801887,0.00277183,0.0386596,0.0006079898,0.0001695843,0.0007455255,0.0005961895,0.8990681],"genre_scores_gemma":[0.3988932,0.002599373,0.001720359,0.005240881,0.0005134558,0.0001452879,0.0005711425,0.0004478511,0.5898684],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1551926,"threshold_uncertainty_score":0.5191708,"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."}}