{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00526419,0.0002288765,0.0002973804,0.001176203,0.002578604,0.004243618,0.0006362512,0.001439532,0.00483963],"category_scores_gemma":[0.02418902,0.0003495409,0.0003654766,0.0006913247,0.005072124,0.002403984,0.005245466,0.004026071,0.0004454572],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001471301,"about_ca_system_score_gemma":0.001736624,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001693165,"about_ca_topic_score_gemma":0.002316062,"domain_scores_codex":[0.9901537,0.005829676,0.0002906312,0.0005476772,0.001871685,0.001306693],"domain_scores_gemma":[0.9753247,0.009646713,0.006543444,0.001966773,0.001658173,0.004860162],"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":[0.0004522226,0.0009785811,0.6060692,0.0002635764,0.0001760123,0.001853061,0.185247,0.00105588,0.003920599,0.06444657,0.005772289,0.129765],"study_design_scores_gemma":[0.00007238636,0.0009101107,0.6684514,0.0006186419,0.00008879811,0.002987263,0.2199004,0.004069605,0.001715986,0.07458678,0.0263592,0.0002394526],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9616147,0.0004324017,0.003618432,0.006715732,0.00005251218,0.00004775487,0.00002866073,0.00003519384,0.02745471],"genre_scores_gemma":[0.9982334,0.00009423561,0.000480442,0.0003987853,0.00001041818,0.00001567443,0.000008190435,0.000005763624,0.0007530089],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00526419,"threshold_uncertainty_score":0.02784002,"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."}}