{"id":"W4310102531","doi":"10.29173/iasl8537","title":"Teacher Librarians Supporting STEM Education","year":2022,"lang":"en","type":"article","venue":"IASL Annual Conference Proceedings","topic":"Educational Research and Pedagogy","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Test (biology); Mathematics education; Psychology; 21st century skills; Professional development; Pedagogy; Medical education; Medicine","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":[0.0006003845,0.0001302511,0.0001217825,0.0001814649,0.0004516308,0.0004632498,0.001329192,0.00003584801,0.0008169229],"category_scores_gemma":[0.0001384663,0.0001349201,0.00004694673,0.0005069375,0.00003996508,0.00149385,0.000665155,0.0004118916,0.00008193569],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009440185,"about_ca_system_score_gemma":0.002433217,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008430589,"about_ca_topic_score_gemma":0.000002052246,"domain_scores_codex":[0.9982162,0.00003571921,0.0002421567,0.0004493152,0.0006161323,0.0004404649],"domain_scores_gemma":[0.9988958,0.00005793032,0.0001427359,0.0001646616,0.0005179003,0.0002209736],"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":[0.0000297365,0.0006171203,0.03166882,0.00007241069,0.00002644275,0.000005211746,0.2517691,0.000004233431,0.0005231963,0.3558575,0.1492368,0.2101895],"study_design_scores_gemma":[0.0005091499,0.000952389,0.0209923,0.00005177816,0.00001333862,0.00027021,0.4060552,0.01067676,0.001497863,0.07141702,0.4865055,0.001058467],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9279409,0.0001896274,0.006062374,0.02466699,0.0007060326,0.0004160236,0.00002209301,0.0003408251,0.03965516],"genre_scores_gemma":[0.977928,0.000005682858,0.002059464,0.00103778,0.0002087282,0.0002283161,0.00001179597,0.00001104189,0.01850916],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3372688,"threshold_uncertainty_score":0.8944733,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04551732071175432,"score_gpt":0.3274068406777378,"score_spread":0.2818895199659835,"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."}}