{"id":"W4400538798","doi":"10.12688/openreseurope.17749.1","title":"Escalating frustration - A replication attempt and extension of Yu et al. (2014)","year":2024,"lang":"en","type":"article","venue":"Open Research Europe","topic":"Gambling Behavior and Treatments","field":"Psychology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Horizon 2020 Framework Programme; Universiteit Gent; European Commission","keywords":"Frustration; Psychology; Task (project management); Replicate; Social psychology; Replication (statistics); Cognitive psychology; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.04308459,0.002286996,0.002177329,0.002541157,0.002463098,0.00366608,0.00719231,0.002131422,0.00691605],"category_scores_gemma":[0.1582367,0.001220367,0.005512842,0.002529662,0.00339047,0.003998381,0.005584104,0.003853353,0.002646498],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00249702,"about_ca_system_score_gemma":0.005388798,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01109486,"about_ca_topic_score_gemma":0.006959121,"domain_scores_codex":[0.9776027,0.00938033,0.003601296,0.004266658,0.004648204,0.0005009182],"domain_scores_gemma":[0.7963715,0.06703217,0.01417663,0.08616433,0.03423743,0.002018048],"domain_codex":null,"domain_gemma":"reproducibility","domain_candidate":"reproducibility","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.009856875,0.01715356,0.2651573,0.02883843,0.01157685,0.003988911,0.09155951,0.001408265,0.01698048,0.01645582,0.05254062,0.4844835],"study_design_scores_gemma":[0.004651179,0.01715949,0.6480384,0.0187558,0.01773011,0.007992823,0.03290558,0.004351163,0.01631879,0.0270639,0.2035198,0.001512944],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7836431,0.03357128,0.04308762,0.01606798,0.01202072,0.05092961,0.008782513,0.001194663,0.05070258],"genre_scores_gemma":[0.8538042,0.01206494,0.06204442,0.01373954,0.003428794,0.04026669,0.004826848,0.0007232974,0.009101313],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9569154,"threshold_uncertainty_score":0.2278558,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4504140855805504,"score_gpt":0.581945185017341,"score_spread":0.1315310994367906,"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."}}