{"id":"W4310102512","doi":"10.29173/iasl8527","title":"KBANZSL","year":2022,"lang":"en","type":"article","venue":"IASL Annual Conference Proceedings","topic":"Library Science and Administration","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Parliament; Library science; Political science; Resource (disambiguation); Key (lock); Public relations; Sociology; Computer science","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":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006006411,0.00008050567,0.00008774529,0.00007007151,0.00151845,0.000299711,0.0005343393,0.0000338675,0.003003358],"category_scores_gemma":[0.000107721,0.00008366276,0.00003794198,0.0005146991,0.0002184682,0.00171747,0.0001387005,0.0001849383,0.00007179521],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005038587,"about_ca_system_score_gemma":0.0005065812,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002978335,"about_ca_topic_score_gemma":0.00002967079,"domain_scores_codex":[0.9986081,0.00002778679,0.000139316,0.0002574878,0.0006361447,0.0003311255],"domain_scores_gemma":[0.9995245,0.00002061087,0.00008020895,0.00004787312,0.0001828216,0.0001439313],"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":[0.00002506449,0.00008740648,0.02352277,0.000007384196,0.00000535219,0.000005794611,0.6716506,0.000001337494,0.0002495029,0.2559982,0.04109992,0.007346618],"study_design_scores_gemma":[0.000101957,0.0001630344,0.002510521,0.000003976058,0.000003604985,0.000003714657,0.4610303,0.00005558455,0.0001700298,0.0136717,0.5221087,0.0001768758],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8516987,0.00001998298,0.00002288342,0.01034617,0.0003140637,0.0001782018,0.00002161936,0.0001700538,0.1372284],"genre_scores_gemma":[0.9832979,0.00001024437,0.0001345176,0.0009812573,0.0001912425,0.00004670158,0.000005505397,0.000005051453,0.01532752],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4810087,"threshold_uncertainty_score":0.9997814,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03890141671776125,"score_gpt":0.2983581139903969,"score_spread":0.2594566972726356,"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."}}