{"id":"W2892818567","doi":"10.5703/1288284316700","title":"Innovations in Discovery Systems: User Studies and the Bento Approach","year":2018,"lang":"en","type":"article","venue":"","topic":"Library Collection Development and Digital Resources","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Purdue Pharma (Canada)","funders":"","keywords":"Computer science; Transaction log; World Wide Web; Metadata; Information retrieval; Search engine indexing; Database transaction; Database","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001714443,0.0000523422,0.00007995922,0.0001014092,0.0001197641,0.0008760457,0.0002037118,0.00001228594,6.643019e-7],"category_scores_gemma":[0.00004289003,0.00002701824,0.000008295991,0.0008019221,0.0001345718,0.002383408,0.0002651563,0.00002712026,0.000004034243],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001100266,"about_ca_system_score_gemma":0.00002723759,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000190669,"about_ca_topic_score_gemma":0.00001122594,"domain_scores_codex":[0.9995123,0.00002705899,0.0001307614,0.0001379798,0.0001058478,0.00008600825],"domain_scores_gemma":[0.9996941,0.0001011736,0.00002530197,0.0001277017,0.00003976271,0.00001193919],"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":[0.000006348331,0.0000112204,0.007438262,0.000008564521,0.00001661007,2.524296e-7,0.002094498,0.000007131644,9.958796e-7,0.9843658,0.00566965,0.0003806397],"study_design_scores_gemma":[0.01246502,0.0004297842,0.2335191,0.0003246871,0.00002337384,0.00009213544,0.03760846,0.1296454,0.0009948994,0.1620254,0.4208694,0.002002298],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3399405,0.002059055,0.2949109,0.005226106,0.0006945434,0.0007232521,6.58924e-7,0.0002227398,0.3562222],"genre_scores_gemma":[0.9492297,0.00002136115,0.002531186,0.0004181719,0.00004274367,0.00003409282,3.435236e-7,0.00000186485,0.04772054],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8223404,"threshold_uncertainty_score":0.8447729,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03121146124620309,"score_gpt":0.2457085133278321,"score_spread":0.214497052081629,"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."}}