{"id":"W4240407197","doi":"10.32920/ryerson.14652225.v1","title":"Studiogo and the Importance of User-Centred Design","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Innovative Approaches in Technology and Social Development","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University; Brock University","funders":"","keywords":"Workspace; Design thinking; Set (abstract data type); Crowdsourcing; Computer science; Process (computing); Human–computer interaction; Field (mathematics); Creativity; Design process; Interface (matter); User-centered design; Knowledge management; Engineering; Psychology; World Wide Web; Artificial intelligence; Work in process; Social psychology","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":[0.00079385,0.0001856234,0.0003994166,0.00008896191,0.0001405625,0.0001022063,0.0003442427,0.0002353669,0.00009408834],"category_scores_gemma":[0.0002359343,0.0001251836,0.00006667733,0.0003148397,0.000460795,0.0001145188,0.002033899,0.0003781132,0.000003741507],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001974539,"about_ca_system_score_gemma":0.00005853483,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006897427,"about_ca_topic_score_gemma":0.00002707326,"domain_scores_codex":[0.9989876,0.00002900062,0.0003580009,0.0003014141,0.0001663004,0.0001577038],"domain_scores_gemma":[0.9989529,0.00007263618,0.0003936243,0.0003064323,0.0002720978,0.000002268217],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00006811175,0.00007403392,0.04474022,0.0003367162,0.0003992207,0.000009755066,0.0006252513,0.00001833102,0.00001262261,0.9474596,0.004264628,0.001991544],"study_design_scores_gemma":[0.008358052,0.00001580741,0.1967772,0.0007419552,0.0008857713,0.000005093219,0.04205545,0.004253749,0.002036178,0.7245218,0.01803304,0.002315929],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8302516,0.00373464,0.05352339,0.01412151,0.001864125,0.00316819,0.000003213776,0.0004263625,0.092907],"genre_scores_gemma":[0.9905613,0.0001278413,0.006817194,0.001696973,0.0001662069,0.00009039577,0.00002113341,0.00001554148,0.0005034358],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2229378,"threshold_uncertainty_score":0.510484,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05096659241191232,"score_gpt":0.2376993422934693,"score_spread":0.186732749881557,"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."}}