{"id":"W3134190324","doi":"10.29173/iasl7454","title":"School Librarians’ Roles","year":2021,"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":"Perception; Psychology; Medical education; Survey instrument; Survey data collection; Applied psychology; 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":["scholarly_communication","insufficient_payload"],"consensus_categories":["scholarly_communication"],"category_scores_codex":[0.0003580857,0.0001208241,0.0001420781,0.00008810417,0.000560601,0.001479098,0.0004942589,0.0001107824,0.004222041],"category_scores_gemma":[0.0006867582,0.0001148021,0.0000614176,0.0007342005,0.0002390456,0.02535129,0.0001216284,0.0001859407,0.0007220905],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000267137,"about_ca_system_score_gemma":0.001166507,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006197717,"about_ca_topic_score_gemma":0.000007654377,"domain_scores_codex":[0.9985023,0.00002414464,0.0002687482,0.0002663646,0.0005183571,0.000420149],"domain_scores_gemma":[0.9985366,0.00003488636,0.0001042356,0.00008787776,0.0008789594,0.0003574638],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001209574,0.00004710403,0.02324685,0.00002343253,0.00001068527,0.000006588081,0.457053,4.21457e-7,0.0001555289,0.4527667,0.05544596,0.01123164],"study_design_scores_gemma":[0.0001483702,0.00002744199,0.005599068,0.00004643973,0.000004172284,0.000004815416,0.2847646,0.00007447007,0.001158151,0.01107445,0.696884,0.0002140988],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5352517,0.0001467586,0.0001323621,0.02746722,0.0003715027,0.0001727831,0.00002448806,0.0003345844,0.4360986],"genre_scores_gemma":[0.9638739,0.0001284443,0.00112835,0.007031107,0.0004273572,0.00001476482,0.00001269645,0.000006960069,0.02737646],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.641438,"threshold_uncertainty_score":0.9995574,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02128339156053736,"score_gpt":0.2752831568443763,"score_spread":0.2539997652838389,"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."}}