{"id":"W899584101","doi":"","title":"Optimism Grew Again in Q3, Spread across Industries","year":2009,"lang":"en","type":"article","venue":"Journal of accountancy online/Journal of accountancy","topic":"Risk Management in Financial Firms","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Optimism; Pessimism; Quarter (Canadian coin); Recession; Real estate; Economic recovery; Economics; Business cycle; Demographic economics; Business; Finance; Psychology; Geography; Social psychology; Macroeconomics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.003601645,0.0008701767,0.001862586,0.002087739,0.0002864635,0.001136012,0.002583263,0.000517868,0.0002157108],"category_scores_gemma":[0.001177096,0.0007537946,0.0007486215,0.002891434,0.0001743658,0.01153634,0.000282807,0.002488351,0.00008131017],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005653616,"about_ca_system_score_gemma":0.0004559447,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001254627,"about_ca_topic_score_gemma":0.000313611,"domain_scores_codex":[0.991546,0.00005075308,0.004358911,0.0004739298,0.002313798,0.001256637],"domain_scores_gemma":[0.9892731,0.0001700999,0.007083685,0.0006503651,0.002707829,0.0001149232],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005891579,0.007543029,0.4305274,0.0008166816,0.0009177171,0.01325586,0.001614243,0.007185638,0.002458677,0.01045596,0.2017071,0.3176261],"study_design_scores_gemma":[0.01366828,0.001147383,0.5981271,0.005543031,0.0007561572,0.001867965,0.004842701,0.000871724,0.0002588468,0.03685867,0.3336813,0.002376842],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9798542,0.004995235,0.000470799,0.006380155,0.003577915,0.0004487702,0.00002849236,0.0000525364,0.004191922],"genre_scores_gemma":[0.9764766,0.002790466,0.00273294,0.005704309,0.01185016,0.000002606912,0.00001769889,0.000123851,0.0003013657],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3152492,"threshold_uncertainty_score":0.9999009,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0234621432673511,"score_gpt":0.2844853329660804,"score_spread":0.2610231896987293,"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."}}