{"id":"W4252747333","doi":"10.29173/slw7098","title":"An International Study on Principal Influence and Information Services in Schools: Synergy in Theme and Methods","year":2001,"lang":"en","type":"article","venue":"School Libraries Worldwide","topic":"Educational Systems and Policies","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Principal (computer security); Information literacy; School library; Pedagogy; Demographics; Perception; Psychology; Professional development; Theme (computing); Literacy; Medical education; Sociology; Political science; Public relations; Library science; Medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005347129,0.0001300026,0.0001448616,0.0004400116,0.00007376167,0.0008943915,0.0005555072,0.00004053129,0.00001061687],"category_scores_gemma":[0.0001368943,0.0001156337,0.00001017786,0.0005029519,0.00002947403,0.009924433,0.0002180769,0.0001952213,0.00001014502],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003829281,"about_ca_system_score_gemma":0.000105381,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001130018,"about_ca_topic_score_gemma":0.000439435,"domain_scores_codex":[0.9988257,0.0002011789,0.0003523051,0.0002318889,0.0002070792,0.0001818413],"domain_scores_gemma":[0.9992618,0.0001573945,0.000100608,0.0003004688,0.00003967383,0.0001400462],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001790244,0.00007528737,0.8935345,0.000009202025,0.000007219111,0.000003174707,0.007128823,0.0003745529,0.00003281297,0.09450796,0.00001342984,0.004295106],"study_design_scores_gemma":[0.0003372804,0.00007240886,0.9810813,0.00006955027,0.000001006357,0.000007797748,0.002174786,0.00172282,0.00003645382,0.005095861,0.009275015,0.0001256978],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.994344,0.0001036959,0.0004966971,0.002243454,0.0001738971,0.0002297643,0.000001992643,0.0000506914,0.00235583],"genre_scores_gemma":[0.9889559,0.00004376386,0.009480124,0.001313553,0.00006235197,0.00005930488,0.00000499981,0.000004643394,0.00007535976],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08941209,"threshold_uncertainty_score":0.8624638,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01275836781939635,"score_gpt":0.3096171890139525,"score_spread":0.2968588211945562,"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."}}