{"id":"W2536162799","doi":"10.5703/1288284316285","title":"Next Steps in Discovery Implementation: User‐Centered Discovery System Redesign","year":2016,"lang":"en","type":"article","venue":"","topic":"Library Collection Development and Digital Resources","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Purdue Pharma (Canada)","funders":"","keywords":"Computer science; Process (computing); Business process discovery; User-centered design; Knowledge management; Data science; Software engineering; World Wide Web; Engineering; Human–computer interaction; Work in process; Operations management","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":["scholarly_communication"],"consensus_categories":["scholarly_communication"],"category_scores_codex":[0.0001336753,0.0001448129,0.0001481654,0.0002121389,0.00007935218,0.001599528,0.000559675,0.00003322441,0.00005282643],"category_scores_gemma":[0.00001080318,0.00009002416,0.00005679236,0.0005550081,0.00002146194,0.0138005,0.000293967,0.00003213345,0.00007834093],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001529779,"about_ca_system_score_gemma":0.0001472689,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003575272,"about_ca_topic_score_gemma":0.00005130926,"domain_scores_codex":[0.9986042,0.00006481256,0.0003589317,0.0003871974,0.0002882601,0.0002965663],"domain_scores_gemma":[0.9993778,0.0001305581,0.00008134281,0.0003192956,0.00001889086,0.00007214902],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0001470434,0.000186625,0.1721527,0.00008240674,0.000081945,0.0001107134,0.001113113,0.00001231105,0.003718943,0.6841511,0.05817411,0.08006907],"study_design_scores_gemma":[0.02336983,0.001330289,0.4544287,0.001915196,0.00002867245,0.0002252462,0.01488749,0.002988472,0.1654939,0.01444186,0.3158022,0.005088266],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.283641,0.00008720244,0.647047,0.002812265,0.0008820887,0.0006036117,0.00001067041,0.0005282637,0.06438782],"genre_scores_gemma":[0.9559723,0.00001272922,0.002195937,0.0002046711,0.00004726337,0.00003335931,0.000002952758,0.000008282469,0.04152257],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6723312,"threshold_uncertainty_score":0.999993,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02727421398067844,"score_gpt":0.2401378168211944,"score_spread":0.212863602840516,"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."}}