{"id":"W4388927230","doi":"10.3758/s13428-023-02283-2","title":"Denver pain authenticity stimulus set (D-PASS)","year":2023,"lang":"en","type":"article","venue":"Behavior Research Methods","topic":"Pain Mechanisms and Treatments","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia, Okanagan Campus; University of British Columbia","funders":"National Institute on Minority Health and Health Disparities","keywords":"Codebook; Stimulus (psychology); Psychology; Facial expression; Perception; Set (abstract data type); Social psychology; Computer science; Cognitive psychology; Artificial intelligence; Communication; Neuroscience","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":["insufficient_payload"],"category_scores_codex":[0.0195119,0.0001810668,0.0003448086,0.0005301716,0.0002888594,0.00005130374,0.0002079611,0.0001651976,0.0009917665],"category_scores_gemma":[0.002576799,0.0001470027,0.0001607974,0.001271633,0.0001463882,0.0000652915,0.000236168,0.0005801147,0.0009668899],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002096451,"about_ca_system_score_gemma":0.0001831422,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002421753,"about_ca_topic_score_gemma":0.000009884659,"domain_scores_codex":[0.9936005,0.003677118,0.0002613613,0.0004895465,0.001062489,0.0009089871],"domain_scores_gemma":[0.9972345,0.001331138,0.00003449848,0.0006836036,0.0002505746,0.0004656692],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0002301205,0.001154921,0.09422882,0.0001710651,0.0001825795,0.004043703,0.001133773,0.000002264715,0.1736075,0.0008964016,0.01625224,0.7080966],"study_design_scores_gemma":[0.005244476,0.002330125,0.8458334,0.0002702204,0.0004538482,0.0001182811,0.002087477,0.008934715,0.08450895,0.007289008,0.04229705,0.0006324279],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9717833,0.0001291715,0.02327165,0.0009563132,0.0002768402,0.001778921,0.00004312989,0.0004598504,0.001300838],"genre_scores_gemma":[0.7456399,0.0001009656,0.2147772,0.0002353365,0.000225093,0.001297285,0.0001812346,0.000129275,0.03741372],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7516046,"threshold_uncertainty_score":0.9999214,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4863341374594835,"score_gpt":0.6389944832909215,"score_spread":0.1526603458314379,"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."}}