{"id":"W4384827856","doi":"10.31219/osf.io/apc26","title":"The robustness of mental accounting: a global perspective","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Decision-Making and Behavioral Economics","field":"Decision Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Robustness (evolution); Mental accounting; Accounting; Psychology; Perspective (graphical); Business; Computer science; Actuarial science; Artificial intelligence; Biology","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":[],"consensus_categories":[],"category_scores_codex":[0.03868126,0.0008902602,0.001189744,0.004997502,0.001221051,0.004779838,0.001196869,0.0007611702,0.007516982],"category_scores_gemma":[0.1294656,0.0003043805,0.001654638,0.004950146,0.006221478,0.005190424,0.005796519,0.001627039,0.0006307975],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008094249,"about_ca_system_score_gemma":0.0009314242,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00318973,"about_ca_topic_score_gemma":0.001665425,"domain_scores_codex":[0.9761928,0.01389978,0.001583175,0.004936273,0.002446069,0.0009418828],"domain_scores_gemma":[0.7668409,0.1482655,0.01839188,0.05472188,0.01007168,0.001708096],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.001630616,0.0001771611,0.7477085,0.00184493,0.00846369,0.000702183,0.0174089,0.005063341,0.004465955,0.06168577,0.00209261,0.1487563],"study_design_scores_gemma":[0.0001700865,0.001194354,0.8502253,0.001205402,0.004621668,0.0008984167,0.01420863,0.004045513,0.00862675,0.09258542,0.02201177,0.000206728],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9177002,0.005682901,0.02359938,0.003015355,0.0003758486,0.0001665939,0.001749757,0.000118715,0.04759128],"genre_scores_gemma":[0.9970173,0.0002990014,0.001664626,0.0001657701,0.00008035704,0.00003930009,0.0004009324,0.00005107517,0.0002816836],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03868126,"threshold_uncertainty_score":0.2045684,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2367439942955789,"score_gpt":0.4664540749030524,"score_spread":0.2297100806074735,"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."}}