{"id":"W4389976018","doi":"10.29173/iasl8739","title":"From Book Talks to BookTok","year":2023,"lang":"en","type":"article","venue":"IASL Annual Conference Proceedings","topic":"Web and Library Services","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Information literacy; Set (abstract data type); Work (physics); Literacy; Psychology; Sociology; Medical education; Pedagogy; Computer science; Engineering; 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000151155,0.0002175794,0.0002155998,0.0002051162,0.0001401209,0.0007885853,0.00180334,0.00009528544,0.000221321],"category_scores_gemma":[0.00003657947,0.0002014781,0.00005762817,0.0008822329,0.00003413978,0.00328014,0.0008975334,0.0001690464,0.003068692],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001436481,"about_ca_system_score_gemma":0.00009960747,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00016105,"about_ca_topic_score_gemma":0.000005051671,"domain_scores_codex":[0.9981937,0.000008183199,0.000234903,0.0006726666,0.000387045,0.0005034854],"domain_scores_gemma":[0.9990705,0.000046037,0.00007210521,0.0002421338,0.0002678392,0.000301336],"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":[0.00003969055,0.00006719463,0.004477495,0.00007324824,0.00005185738,0.00005532252,0.363414,0.000006014166,0.003621391,0.05134745,0.5484362,0.0284101],"study_design_scores_gemma":[0.0005597973,0.0004462565,0.03438709,0.0002217021,0.00001388718,0.0000123445,0.02309326,0.01601864,0.0128398,0.04544465,0.86578,0.001182572],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9473009,0.0001446299,0.004336579,0.02281327,0.0006418645,0.0003846431,0.00006224345,0.002298533,0.02201738],"genre_scores_gemma":[0.9785677,0.00002127632,0.003905337,0.006859161,0.0003728283,0.00005391131,0.00001379565,0.00001878358,0.01018727],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3403208,"threshold_uncertainty_score":0.9977075,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01695989852045167,"score_gpt":0.2382851752405657,"score_spread":0.2213252767201141,"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."}}