{"id":"W4285739495","doi":"10.2196/37894","title":"Defining Recommendations to Guide User Interface Design: Multimethod Approach","year":2022,"lang":"en","type":"article","venue":"JMIR Human Factors","topic":"Usability and User Interface Design","field":"Computer Science","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Horizon 2020 Framework Programme; European Commission","keywords":"Usability; Computer science; Set (abstract data type); User interface; Interface (matter); Human–computer interaction; User interface design; User experience design; User-centered design; Heuristic evaluation","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1192607,0.003436794,0.003232027,0.02005607,0.005485863,0.01346437,0.007047012,0.006139046,0.007556362],"category_scores_gemma":[0.2344198,0.003625027,0.004372567,0.01664099,0.006407839,0.0132364,0.006933668,0.005233569,0.00327745],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01188478,"about_ca_system_score_gemma":0.01709596,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008734372,"about_ca_topic_score_gemma":0.01552579,"domain_scores_codex":[0.7873989,0.161956,0.02017582,0.0109163,0.01784864,0.00170433],"domain_scores_gemma":[0.7287818,0.1892467,0.01396013,0.0233849,0.04266005,0.001966606],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0006753308,0.001481542,0.01880578,0.01812257,0.001285086,0.0006872254,0.08576434,0.008200055,0.006066754,0.06724596,0.01649137,0.7751739],"study_design_scores_gemma":[0.002448494,0.00342081,0.02614558,0.04361881,0.003760102,0.00192553,0.1398491,0.1513578,0.02028647,0.2688807,0.3368298,0.001476875],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.02159783,0.002017625,0.927572,0.003269202,0.0002195817,0.0273612,0.001362897,0.001330519,0.01526906],"genre_scores_gemma":[0.02078183,0.0004315186,0.9671857,0.0002235254,0.00001722458,0.01000046,0.0004301637,0.00006754999,0.0008620168],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.1192607,"threshold_uncertainty_score":0.6307182,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08755899154040174,"score_gpt":0.3645160393671514,"score_spread":0.2769570478267496,"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."}}