{"id":"W4416932087","doi":"10.5430/ijba.v16n4p1","title":"Research Framework and Hypothesis Development: Investigating Cognitive Biases in Singaporean Workplace Decision-Making","year":2025,"lang":"","type":"article","venue":"International Journal of Business Administration","topic":"Perfectionism, Procrastination, Anxiety Studies","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Teesside University","keywords":"Procrastination; Heuristics; Bounded rationality; Cognitive bias; Rationality; Foundation (evidence); Cognition; Prospect theory","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01667805,0.0009219214,0.0007376724,0.004821402,0.002273548,0.004503946,0.001734156,0.001558714,0.00514562],"category_scores_gemma":[0.0165814,0.0005739248,0.001241313,0.004126023,0.005894043,0.003249268,0.003567653,0.001845133,0.0006218291],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005023063,"about_ca_system_score_gemma":0.01970095,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005416036,"about_ca_topic_score_gemma":0.004451094,"domain_scores_codex":[0.9926648,0.004576707,0.000507082,0.0008843651,0.001000255,0.0003668071],"domain_scores_gemma":[0.9797345,0.01463517,0.001758603,0.0007098244,0.002489994,0.0006719913],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0003723008,0.002242543,0.2031773,0.005062943,0.0002892221,0.001146678,0.07405631,0.00435683,0.003086427,0.56812,0.003628812,0.1344606],"study_design_scores_gemma":[0.001148705,0.00317556,0.2154565,0.009041193,0.0007898367,0.00154002,0.2535428,0.0406502,0.008728901,0.4305071,0.03508328,0.0003360156],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.7536579,0.003327031,0.1527546,0.01482375,0.0002700314,0.01420621,0.002811599,0.0001370397,0.05801172],"genre_scores_gemma":[0.8487419,0.001553041,0.1307057,0.001413804,0.00006815456,0.01441402,0.0008738105,0.00001708997,0.002212458],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.01667805,"threshold_uncertainty_score":0.08820301,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09460686152293112,"score_gpt":0.43884950298306,"score_spread":0.3442426414601288,"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."}}