{"id":"W4416003269","doi":"10.5465/amproc.2025.23909abstract","title":"Shock Waves in 29 Countries: Leveraging Personal &amp; Societal Resources to Address Cumulative Shocks","year":2025,"lang":"en","type":"article","venue":"Academy of Management Proceedings","topic":"Optimism, Hope, and Well-being","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University; University of Victoria","funders":"","keywords":"Cognition; Cognitive resource theory; Optimism; Pessimism; Coping (psychology); Cognitive load","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":[0.0009982436,0.0002202419,0.0002769864,0.0007795079,0.0006313466,0.001756342,0.0002167558,0.0004091809,0.001341811],"category_scores_gemma":[0.002759063,0.000171933,0.0003230815,0.001805766,0.0005484816,0.0007846652,0.00189209,0.0006276745,0.0001596595],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005569184,"about_ca_system_score_gemma":0.0004389552,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01442582,"about_ca_topic_score_gemma":0.01574185,"domain_scores_codex":[0.9994926,0.0002149855,0.0000347071,0.00006341399,0.00004883826,0.000145355],"domain_scores_gemma":[0.998425,0.0004426862,0.0006425431,0.0001428596,0.0001430622,0.0002038224],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001001547,0.00005409963,0.9814414,0.00003457974,0.00009256198,0.0002237527,0.001862345,0.001780811,0.0002068813,0.0004829616,0.0006188237,0.01310172],"study_design_scores_gemma":[0.000007907362,0.00007738355,0.9877123,0.00002604324,0.00002931255,0.00006276867,0.009397657,0.00106135,0.0001461602,0.0002755492,0.001191741,0.00001192031],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987948,0.00007338344,0.0001846467,0.00008921788,0.000004381681,0.000008673984,0.0001722163,0.000002091914,0.0006705644],"genre_scores_gemma":[0.9995248,0.00007040714,0.00009612353,0.00002767484,0.000001670148,0.00000703722,0.0001518006,8.642767e-7,0.0001195738],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01442582,"threshold_uncertainty_score":0.02868372,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02908877888855945,"score_gpt":0.3321085061661105,"score_spread":0.3030197272775511,"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."}}