{"id":"W3148035277","doi":"10.29173/iasl7713","title":"Razzle dazzle","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":"Staffing; Curriculum; Information literacy; School library; Identity (music); Value (mathematics); Pedagogy; Literacy; Medical education; Psychology; Sociology; Medicine; Computer science; Library science; Nursing","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008319034,0.0007133193,0.0004721702,0.001264577,0.00205513,0.003671429,0.0008536543,0.001722488,0.296233],"category_scores_gemma":[0.003528768,0.0002590651,0.0003390662,0.0004677026,0.0009154141,0.002464147,0.002651453,0.003400862,0.2024947],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001162326,"about_ca_system_score_gemma":0.001095089,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002189059,"about_ca_topic_score_gemma":0.004804073,"domain_scores_codex":[0.9992188,0.0001241152,0.00003201602,0.0001976984,0.0003493974,0.00007792408],"domain_scores_gemma":[0.9987085,0.000185581,0.0000650038,0.0001096651,0.0005317012,0.0003996043],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002383816,0.00001379784,0.0001652756,0.00007307732,0.000002482939,0.00008278165,0.0001211713,0.0000341458,0.0002433659,0.00937645,0.9268207,0.06304288],"study_design_scores_gemma":[0.000002437209,0.000005366211,0.0001061922,0.00002828189,9.94734e-7,0.0001395614,0.00006500447,0.00002878631,0.0000937283,0.0006864257,0.9988399,0.000003357256],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002703727,0.03016183,0.01011031,0.1535015,0.06709437,0.0001697934,0.001284264,0.004253077,0.7307211],"genre_scores_gemma":[0.007467379,0.004812895,0.00142511,0.01478061,0.00370991,0.0000421303,0.0002189907,0.000567988,0.9669749],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.296233,"threshold_uncertainty_score":0.9909981,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02463481236227904,"score_gpt":0.2926808761011275,"score_spread":0.2680460637388485,"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."}}