{"id":"W7098319417","doi":"","title":"University. Managing Reported Operating Cash Flow: An Empirical Investigation of Fourth Quarter Working Capital Decreases and Benchmark Beating","year":2005,"lang":"en","type":"article","venue":"","topic":"Diverse Scientific and Economic Studies","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Quarter (Canadian coin); Working capital; Cash flow; Incentive; Cash; Operating cash flow; Capital (architecture); Forecast period","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009849614,0.0001244939,0.0001845189,0.001397857,0.0007417656,0.001088443,0.0004036807,0.0004314526,0.008311819],"category_scores_gemma":[0.008581963,0.000144746,0.000131336,0.001652459,0.0002794354,0.0006583874,0.0006236284,0.000556442,0.001472751],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00081461,"about_ca_system_score_gemma":0.0008373827,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01031793,"about_ca_topic_score_gemma":0.01041725,"domain_scores_codex":[0.999604,0.00007687837,0.00003700235,0.00004304609,0.0001311705,0.0001077391],"domain_scores_gemma":[0.9844366,0.003680441,0.008230904,0.0003922906,0.001068428,0.002191335],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001743487,0.0003141968,0.9648433,0.00003456585,0.00002401112,0.0001073811,0.0004515843,0.0004095879,0.0002201342,0.0004768405,0.004125676,0.02881847],"study_design_scores_gemma":[0.000007689138,0.0001130244,0.9948128,0.00001721867,0.00001609767,0.00003800068,0.0006249488,0.0007270168,0.0004620863,0.0002941044,0.002881045,0.000005877026],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9936761,0.0002546619,0.0001357211,0.0004484931,0.00001001016,0.00002098337,0.001401815,0.00001946146,0.004032719],"genre_scores_gemma":[0.995801,0.0002010668,0.0001388852,0.00006006092,0.00001397457,0.00002576444,0.0009006042,0.000002710853,0.002855753],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01031793,"threshold_uncertainty_score":0.02780575,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04737127545448192,"score_gpt":0.22057054163733,"score_spread":0.1731992661828481,"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."}}