{"id":"W4392507839","doi":"10.1177/00187208241228636","title":"Trust with increasing and decreasing reliability","year":2024,"lang":"en","type":"article","venue":"Human Factors The Journal of the Human Factors and Ergonomics Society","topic":"Human-Automation Interaction and Safety","field":"Psychology","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Reliability (semiconductor); Automation; Task (project management); Computer science; Reliability engineering; Psychology; Engineering; Systems engineering","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.001240666,0.0002956821,0.0003516852,0.00007097356,0.001305456,0.0003318218,0.0003310771,0.0001418194,0.0004647946],"category_scores_gemma":[0.00004423365,0.0001446553,0.0003335525,0.0001134517,0.0004899487,0.0003353517,0.0001133748,0.0008521372,0.000003378586],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002131492,"about_ca_system_score_gemma":0.00005836755,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003644994,"about_ca_topic_score_gemma":0.00006927074,"domain_scores_codex":[0.9982874,0.0003767157,0.0006186977,0.0002390395,0.0002108087,0.000267367],"domain_scores_gemma":[0.9983723,0.0005896148,0.0004274489,0.000365807,0.00009191439,0.0001529128],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005049192,0.0002814841,0.782162,0.0001884295,0.001719801,0.000006450251,0.1810053,0.00009613184,0.004301765,0.01731763,0.01157213,0.0008439352],"study_design_scores_gemma":[0.0005568898,0.000167295,0.9735053,0.0001723094,0.000263286,0.0001728331,0.01523045,0.0001262779,0.000203661,0.001109696,0.008229627,0.0002623426],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974003,0.0003815476,0.00008666871,0.0002030951,0.0008066748,0.0001587707,0.00001441364,0.00004844098,0.0009000323],"genre_scores_gemma":[0.9987759,0.00006607642,0.00005937944,0.0001352376,0.0002240259,0.000001284803,0.000003692366,0.00003897,0.0006954569],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1913433,"threshold_uncertainty_score":0.9999947,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02831430205983537,"score_gpt":0.3091064338867058,"score_spread":0.2807921318268704,"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."}}