{"id":"W4391364418","doi":"10.1353/bkb.2024.a918620","title":"Focus IBBY","year":2024,"lang":"en","type":"article","venue":"Bookbird/Book bird","topic":"Library Science and Administration","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Focus (optics); Computer science; Physics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003952906,0.00009782082,0.00008937059,0.00008859353,0.0003944975,0.0005149193,0.000278244,0.0000863114,0.001410285],"category_scores_gemma":[0.00004643683,0.00008655939,0.00008382012,0.0003099145,0.0002607602,0.00171709,0.00003023131,0.0001132165,0.003328066],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005020457,"about_ca_system_score_gemma":0.0006261503,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000558213,"about_ca_topic_score_gemma":0.0007712708,"domain_scores_codex":[0.9987497,0.00006719585,0.0001601003,0.0002887213,0.0004022262,0.0003320961],"domain_scores_gemma":[0.9995555,0.00007288995,0.00002418189,0.0001541444,0.00002208635,0.0001711894],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00000585567,0.00002493842,0.0007494385,0.00001571151,0.00001289797,0.00007931574,0.006947691,7.374754e-7,0.002005809,0.8135398,0.1318644,0.04475339],"study_design_scores_gemma":[0.00004483865,0.000043534,0.0002668301,0.00003356947,0.000006676633,0.000002297695,0.0006422897,0.00005555544,0.002090197,0.01926679,0.9774054,0.0001420358],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.009402987,0.007164249,0.0006415677,0.02834733,0.001951006,0.0004220824,0.000008432986,0.002746473,0.9493158],"genre_scores_gemma":[0.8881306,0.000303445,0.0002857358,0.001391594,0.001014542,0.00001809206,0.000001612826,0.00002873294,0.1088256],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8787277,"threshold_uncertainty_score":0.9995025,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02753566084201316,"score_gpt":0.311251160986418,"score_spread":0.2837155001444048,"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."}}