{"id":"W2980039010","doi":"10.3390/app9204244","title":"Recommendation Agent Adoption: How Recommendation Presentation Influences Employees’ Perceptions, Behaviors, and Decision Quality","year":2019,"lang":"en","type":"article","venue":"Applied Sciences","topic":"Technology Adoption and User Behaviour","field":"Decision Sciences","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"HEC Montréal","funders":"","keywords":"Perception; Credibility; Transparency (behavior); Quality (philosophy); Decision quality; Psychology; Knowledge management; Control (management); Applied psychology; Cognition; Presentation (obstetrics); Computer science; Artificial intelligence; Medicine","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004757842,0.0002289926,0.000308568,0.0006432813,0.0007817869,0.0008440832,0.0007031183,0.0002135785,0.003097752],"category_scores_gemma":[0.0004059824,0.0001823963,0.00006844028,0.001713918,0.000469486,0.001485106,0.00025619,0.0002541401,0.000526041],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007409576,"about_ca_system_score_gemma":0.00007818382,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004932829,"about_ca_topic_score_gemma":0.0001283226,"domain_scores_codex":[0.9964532,0.0002303749,0.0007607449,0.00107381,0.001146768,0.0003350802],"domain_scores_gemma":[0.9978354,0.0007706773,0.0005313834,0.0004646549,0.0002635341,0.0001343659],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003654309,0.0001102039,0.6285021,0.000003273906,0.00000415312,2.717834e-7,0.0005534501,0.00004934101,0.006270331,0.007513981,0.002407896,0.3545485],"study_design_scores_gemma":[0.0006273459,0.0001873513,0.9603653,0.00001108432,0.00001774828,0.000008499013,0.01279328,0.0003935096,0.0004553443,0.01671415,0.008083939,0.0003424384],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9838848,0.00001347335,0.008177882,0.004401776,0.0005819669,0.0005673125,0.00002058989,0.0001773656,0.002174905],"genre_scores_gemma":[0.9869081,0.00006876457,0.01224342,0.0003551892,0.00004353485,0.00006575971,0.00006012623,0.000009365711,0.000245765],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.354206,"threshold_uncertainty_score":0.9978135,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1399640204384215,"score_gpt":0.4320449959340808,"score_spread":0.2920809754956594,"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."}}