{"id":"W3148273692","doi":"10.29173/iasl7800","title":"School Library Learning Environment Assessment in International Schools","year":2021,"lang":"en","type":"article","venue":"IASL Annual Conference Proceedings","topic":"Online and Blended Learning","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"School library; Learning environment; International school; Perception; Mathematics education; Psychology; Psychosocial; Process (computing); Pedagogy; Medical education; Computer science; Library science; 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004673153,0.000132685,0.0001666334,0.0001224854,0.0002456417,0.0005441578,0.0003327168,0.0001239091,0.004543389],"category_scores_gemma":[0.0004943477,0.0001436944,0.000052961,0.0002744985,0.00007757708,0.001678427,0.0002243312,0.00093126,0.000188835],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001425125,"about_ca_system_score_gemma":0.001288847,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007775595,"about_ca_topic_score_gemma":0.00002358796,"domain_scores_codex":[0.9983544,0.00007041973,0.0002635606,0.000385796,0.0005511331,0.0003746944],"domain_scores_gemma":[0.9994174,0.00004151511,0.0001110944,0.00005248885,0.0001855905,0.0001919085],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000235298,0.0002192963,0.8697101,0.00002355326,0.00003534447,0.00006514939,0.05070406,0.00004985894,0.000682542,0.02224618,0.002426869,0.05381346],"study_design_scores_gemma":[0.0004000668,0.00005293467,0.0428509,0.000131698,0.000007812877,0.000003988575,0.3536281,0.0004131911,0.0002920471,0.002529875,0.5994099,0.0002795024],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8626392,0.00007993777,0.00013138,0.02262689,0.0001988037,0.0001475258,0.000006759869,0.0001537078,0.1140158],"genre_scores_gemma":[0.9770694,0.0005373292,0.006584986,0.0002469822,0.0004036269,0.00002561309,0.00002509222,0.00001457938,0.01509234],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8268592,"threshold_uncertainty_score":0.9963666,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01749932587697223,"score_gpt":0.3057043213644868,"score_spread":0.2882049954875145,"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."}}