{"id":"W3140671313","doi":"10.29173/iasl7826","title":"School Librarian's Role Redefined","year":2021,"lang":"en","type":"article","venue":"IASL Annual Conference Proceedings","topic":"Educational Challenges and Innovations","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Bridge (graph theory); Resource (disambiguation); School library; Traverse; Pedagogy; Library science; Sociology; Knowledge management; World Wide Web; 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":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000141965,0.0001442903,0.0001431238,0.00009433761,0.0001768034,0.000659536,0.0006953871,0.00008651279,0.0003010952],"category_scores_gemma":[0.0002851613,0.0001447901,0.00004739351,0.0007708804,0.00003746389,0.001940026,0.0003290736,0.0002282346,0.0002002654],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002997258,"about_ca_system_score_gemma":0.0007237867,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001101533,"about_ca_topic_score_gemma":0.000002206126,"domain_scores_codex":[0.9987071,0.000008173394,0.0002421293,0.0004660636,0.0002921502,0.0002843449],"domain_scores_gemma":[0.9977723,0.00003061113,0.00009091741,0.0002098597,0.001730819,0.0001655366],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000002924781,0.0001007755,0.00146856,0.0000193465,0.00001609836,0.000003988363,0.01847201,5.224998e-7,0.001288984,0.9532099,0.02044511,0.004971826],"study_design_scores_gemma":[0.0009914503,0.0003454317,0.06326148,0.0002508756,0.00002375145,0.0002506342,0.09362329,0.007034318,0.02139727,0.4783313,0.3330374,0.001452856],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5562635,0.00127972,0.02835101,0.1530926,0.001220212,0.0003783328,0.00004093215,0.001086449,0.2582872],"genre_scores_gemma":[0.9700838,0.00005633448,0.02329623,0.001591319,0.0002497591,0.00003758703,0.00001249279,0.000009776084,0.004662714],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4748786,"threshold_uncertainty_score":0.6359921,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02602487486999707,"score_gpt":0.2537456447207765,"score_spread":0.2277207698507795,"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."}}