{"id":"W4417081889","doi":"10.59350/wf0yb-7ay26","title":"Employment Opportunity: Senior UX Designer","year":2022,"lang":"","type":"article","venue":"","topic":"Information Systems Education and Curriculum Development","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Wright; Software; User experience design; User needs; Public sector","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001251468,0.0009485887,0.0007795566,0.001136148,0.005112153,0.005347878,0.0009715895,0.002790407,0.8615204],"category_scores_gemma":[0.002792869,0.0008125563,0.0004563842,0.0007012455,0.0006053876,0.002369198,0.004573352,0.00258512,0.7398842],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001048456,"about_ca_system_score_gemma":0.002996382,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003383429,"about_ca_topic_score_gemma":0.01412736,"domain_scores_codex":[0.9990651,0.00009084782,0.00003791603,0.0001570379,0.0002978825,0.0003513323],"domain_scores_gemma":[0.994809,0.0001223537,0.00008492942,0.0001935481,0.0008326549,0.00395745],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004565786,0.00008153588,0.0002186019,0.00003129436,7.214735e-7,0.0001058655,0.0001497918,0.0000100424,0.0002731025,0.000262891,0.9798417,0.01897892],"study_design_scores_gemma":[0.00003023956,0.000108426,0.001259555,0.00005829996,0.000002042024,0.0001678105,0.001223871,0.00005861511,0.0001069581,0.0001784086,0.9967963,0.000009364742],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.005781942,0.0009070596,0.001399682,0.02516652,0.01310313,0.0007332696,0.003537907,0.004038469,0.9453321],"genre_scores_gemma":[0.003679435,0.0001634362,0.000231094,0.003189295,0.0003751974,0.0001069582,0.0003425228,0.0002649481,0.9916471],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8615204,"threshold_uncertainty_score":0.1975242,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04502356082590538,"score_gpt":0.2718642543691678,"score_spread":0.2268406935432624,"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."}}