{"id":"W4412634545","doi":"10.59350/cb6r5-9sq08","title":"Employment Opportunity: Senior UX Designer","year":2022,"lang":"en","type":"preprint","venue":"","topic":"Information Systems Education and Curriculum Development","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Business; Marketing; Computer science","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":["insufficient_payload"],"category_scores_codex":[0.001430396,0.0009696545,0.0008874214,0.00124966,0.004920498,0.006210844,0.000990322,0.002959535,0.8639199],"category_scores_gemma":[0.003247479,0.0008278255,0.0005058585,0.0008221975,0.0006266685,0.002700343,0.004676424,0.00271885,0.7717766],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001101389,"about_ca_system_score_gemma":0.00309598,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003014206,"about_ca_topic_score_gemma":0.01131681,"domain_scores_codex":[0.9988913,0.0001075274,0.00004833469,0.0001987343,0.0003532694,0.000400762],"domain_scores_gemma":[0.9937227,0.0001535923,0.0001024384,0.0002594636,0.0009284875,0.004833261],"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":[0.00005264109,0.00008328931,0.0002516876,0.00003305761,8.693362e-7,0.0001139426,0.0001808812,0.00001047263,0.0003082967,0.000347304,0.9780077,0.02060992],"study_design_scores_gemma":[0.00002752403,0.00009668051,0.001162894,0.00005317801,0.000002016175,0.0001585151,0.001137585,0.00005680206,0.0001063195,0.0002050163,0.9969843,0.000009092731],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00611075,0.0009963032,0.001705011,0.02772877,0.01494453,0.0007264134,0.004284197,0.004732135,0.938772],"genre_scores_gemma":[0.003713285,0.0001639119,0.0002540108,0.003037994,0.0004257622,0.0001130941,0.0003778155,0.0003209601,0.9915932],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1360801,"threshold_uncertainty_score":0.1941018,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05424993194366889,"score_gpt":0.2962137395773108,"score_spread":0.2419638076336419,"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."}}