{"id":"W3199474069","doi":"10.29173/slw8246","title":"Teachers' Attitudes Toward Library Use","year":2021,"lang":"en","type":"article","venue":"School Libraries Worldwide","topic":"Library Science and Information Literacy","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"School library; Psychology; Medical education; Mathematics education; School teachers; Library instruction; Pedagogy; Information literacy; Library science; Computer 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":[{"model":"gemma","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication","insufficient_payload"],"consensus_categories":["scholarly_communication","insufficient_payload"],"category_scores_codex":[0.0002447747,0.0001760336,0.0002062455,0.0001592753,0.0007816562,0.004340547,0.000675434,0.0001138955,0.01611871],"category_scores_gemma":[0.0009856084,0.0001688873,0.0001367891,0.001413034,0.0004322844,0.08837374,0.0003028687,0.0003162462,0.001222304],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003040049,"about_ca_system_score_gemma":0.001887375,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001260023,"about_ca_topic_score_gemma":0.00001584876,"domain_scores_codex":[0.9978569,0.0002917517,0.0004020732,0.0003361629,0.0005531845,0.000559909],"domain_scores_gemma":[0.9985358,0.0003413461,0.0001142962,0.0004183106,0.0000616591,0.0005286046],"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":[0.00001390205,0.00004729604,0.3320575,0.00001334553,0.00002227287,0.00003412344,0.01212848,0.00000944268,0.00002373088,0.4251191,0.2268847,0.003646039],"study_design_scores_gemma":[0.0001558618,0.000009683929,0.08745531,0.00003796531,0.000005428264,0.00000206236,0.004536993,0.000008112203,0.0007884277,0.00730673,0.8994602,0.000233252],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1589978,0.001999503,0.0002542011,0.110077,0.002166487,0.0004503667,0.00006980219,0.001723547,0.7242613],"genre_scores_gemma":[0.4608237,0.0007418999,0.03068937,0.06137715,0.001714007,0.00003980546,0.0002846053,0.00005419229,0.4442753],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.6725755,"threshold_uncertainty_score":0.9995553,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02983573087775342,"score_gpt":0.2809210141354617,"score_spread":0.2510852832577082,"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."}}