{"id":"W2979886653","doi":"10.29173/iasl7207","title":"The School Library: Interdisciplinary, Collaborative, Virtual","year":2016,"lang":"en","type":"article","venue":"IASL Annual Conference Proceedings","topic":"Library Science and Information Literacy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"School library; Library science; World Wide Web; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"not_applicable","genre":"other","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"theoretical_or_conceptual","genre":"commentary","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","scholarly_communication","insufficient_payload"],"consensus_categories":["scholarly_communication","insufficient_payload"],"category_scores_codex":[0.0005397807,0.0001472109,0.0001293843,0.00008604409,0.001670531,0.001552606,0.001024319,0.00008915741,0.001268756],"category_scores_gemma":[0.0005015275,0.00007644141,0.00005168905,0.0007304286,0.0009376148,0.03169233,0.0004201653,0.0001313812,0.0007883433],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003378083,"about_ca_system_score_gemma":0.0007748696,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000937646,"about_ca_topic_score_gemma":0.000004437735,"domain_scores_codex":[0.9983757,0.00004000519,0.0003257741,0.0002500971,0.000517441,0.0004909624],"domain_scores_gemma":[0.9986476,0.0001808766,0.0001805732,0.000108483,0.0005613063,0.0003211449],"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":[0.00006653523,0.0000179106,0.006937056,0.000003426268,0.000009428499,7.344131e-7,0.2548332,3.954086e-8,0.00006413206,0.5107589,0.1822141,0.04509448],"study_design_scores_gemma":[0.0001824871,0.000136086,0.002431647,0.00006080237,0.000002217706,9.308525e-7,0.229814,0.0000144197,0.0003021694,0.01239423,0.7544947,0.0001662994],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5381154,0.00007860308,0.0001868232,0.1648011,0.0008006205,0.0005780426,0.00008438187,0.0004820323,0.294873],"genre_scores_gemma":[0.9355499,0.0002456779,0.0001321706,0.001595844,0.0003789994,0.00004232428,0.000002261697,0.000008690124,0.06204415],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5722805,"threshold_uncertainty_score":0.9999896,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01157812029520464,"score_gpt":0.2815718804255846,"score_spread":0.26999376013038,"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."}}