{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009946768,0.0003117628,0.0002564369,0.002911486,0.00225311,0.002583454,0.0009192974,0.0009974641,0.1208443],"category_scores_gemma":[0.01200889,0.0003836058,0.0004349188,0.001596254,0.0003505109,0.002402877,0.002464171,0.002084587,0.05412818],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008370326,"about_ca_system_score_gemma":0.0007728699,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003094642,"about_ca_topic_score_gemma":0.01039214,"domain_scores_codex":[0.9986188,0.0002548654,0.00009667782,0.0001961868,0.0006559073,0.0001774988],"domain_scores_gemma":[0.9927844,0.003494722,0.0005464645,0.0004018108,0.001069288,0.001703386],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000603406,0.0008153424,0.1071806,0.001597057,0.00008578898,0.001320251,0.01725668,0.0002604011,0.00276156,0.002856337,0.4284479,0.4368147],"study_design_scores_gemma":[0.00004611669,0.0003079527,0.1623593,0.0007562144,0.00007108673,0.001406576,0.02298442,0.00026077,0.002405071,0.001217657,0.8081107,0.00007412654],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4168454,0.003496927,0.001905568,0.004175858,0.001671032,0.0004660349,0.0180349,0.002759818,0.5506445],"genre_scores_gemma":[0.5467163,0.004474948,0.002731969,0.003490918,0.0009228582,0.0004853281,0.0155015,0.001063253,0.4246129],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1208443,"threshold_uncertainty_score":0.4042644,"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."}}