{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.1093279,0.002129525,0.001239415,0.003045667,0.005725174,0.0149275,0.008601256,0.006623843,0.007383519],"category_scores_gemma":[0.08216181,0.001979984,0.002317399,0.001674405,0.004785269,0.01870285,0.009894297,0.006856748,0.003447118],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006418337,"about_ca_system_score_gemma":0.02465258,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006375669,"about_ca_topic_score_gemma":0.007836582,"domain_scores_codex":[0.8959603,0.06761456,0.005853747,0.005531101,0.01878764,0.006252625],"domain_scores_gemma":[0.8891892,0.04211817,0.004689721,0.02284819,0.03271169,0.008442947],"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":[0.0009778996,0.006954434,0.01720685,0.003479999,0.0003207912,0.001519407,0.08971875,0.007664289,0.02490428,0.040089,0.03526126,0.771903],"study_design_scores_gemma":[0.001159572,0.009794405,0.01958905,0.003416846,0.000604124,0.004787494,0.1086747,0.05517125,0.07700412,0.06172537,0.6565076,0.00156544],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.1211418,0.00149409,0.8004327,0.02683121,0.0009150647,0.007380337,0.0002332383,0.01226433,0.02930719],"genre_scores_gemma":[0.1733063,0.0004597405,0.8119231,0.00288284,0.000107224,0.002263621,0.0004143627,0.0007862016,0.007856604],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.9850725,"threshold_uncertainty_score":0.578188,"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."}}