{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003992228,0.0001006015,0.0001259856,0.00006557866,0.0005474487,0.0007353723,0.0003881808,0.00008550278,0.002521073],"category_scores_gemma":[0.0004478111,0.00009640022,0.00005333604,0.000654668,0.0002389696,0.01373422,0.0001018029,0.0001380857,0.0005005964],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002813873,"about_ca_system_score_gemma":0.000653309,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001176708,"about_ca_topic_score_gemma":0.000009337296,"domain_scores_codex":[0.9986473,0.00001834471,0.0002276921,0.0002354397,0.0004807423,0.00039043],"domain_scores_gemma":[0.9985542,0.000031799,0.00008976213,0.00007844743,0.001030702,0.0002151118],"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":[0.000007554616,0.00004506624,0.009709782,0.00001923347,0.000006514732,0.000005443339,0.5784889,2.882108e-7,0.0001663466,0.3550776,0.04518491,0.01128837],"study_design_scores_gemma":[0.000124034,0.00002233109,0.002590578,0.00002516747,0.000003106439,0.000004721392,0.2316608,0.00007587959,0.001270491,0.006392134,0.7576606,0.0001701077],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6289899,0.00007171204,0.000132077,0.01645204,0.0004123301,0.0001353521,0.0000189478,0.0002222403,0.3535654],"genre_scores_gemma":[0.9619778,0.00007818446,0.000768352,0.004498208,0.0002664497,0.0000113981,0.00001086058,0.000005096525,0.03238365],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7124757,"threshold_uncertainty_score":0.9983907,"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."}}