{"id":"W3156611539","doi":"10.24908/iqurcp.14705","title":"The Dark side of helping: Escalation of commitment","year":2021,"lang":"en","type":"article","venue":"Inquiry Queen s Undergraduate Research Conference Proceedings","topic":"Job Satisfaction and Organizational Behavior","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Escalation of commitment; Action (physics); Harm; Task (project management); Psychology; Great Rift; Social psychology; Face (sociological concept); Public relations; Business; Political science; Economics; Management; Sociology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001100906,0.0001315822,0.0002080725,0.0002369936,0.0003799725,0.0003596153,0.0003234118,0.00007185882,0.00007275667],"category_scores_gemma":[0.000915092,0.0001060764,0.00006350558,0.001230847,0.0004501728,0.0007373669,0.0003303062,0.0002772965,0.0000549094],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007074183,"about_ca_system_score_gemma":0.0002476936,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002961144,"about_ca_topic_score_gemma":0.00005971066,"domain_scores_codex":[0.9978305,0.00002822905,0.0004633149,0.0002737998,0.001068872,0.0003352938],"domain_scores_gemma":[0.9945998,0.0002001987,0.0002446395,0.0001743093,0.004754659,0.00002643267],"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":[0.0000614581,0.0001376132,0.1247117,0.000291096,0.00005030663,0.000003299013,0.0004154665,0.000005706841,0.03433878,0.8257688,0.006507744,0.007708063],"study_design_scores_gemma":[0.002042097,0.0001291672,0.3284279,0.0007986174,0.0001289048,0.00001258757,0.02191001,0.001829183,0.1262813,0.4577258,0.06000604,0.0007083866],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9055682,0.0002303649,0.001258603,0.06139679,0.000532936,0.0008521062,0.000006514138,0.0001236143,0.03003082],"genre_scores_gemma":[0.9986907,0.0001986341,0.0001488766,0.0001013651,0.0001996061,0.00002486454,0.0000209465,0.00002092392,0.0005940543],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3680429,"threshold_uncertainty_score":0.4325672,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0868774688098646,"score_gpt":0.3425080468468058,"score_spread":0.2556305780369412,"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."}}