{"id":"W2002534298","doi":"10.1080/09638180.2014.921217","title":"Implementability of Trading Strategies Based on Accounting Information: Piotroski (2000) Revisited","year":2014,"lang":"en","type":"article","venue":"European Accounting Review","topic":"Financial Markets and Investment Strategies","field":"Economics, Econometrics and Finance","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brock University","funders":"","keywords":"Accounting; Inefficiency; Portfolio; Context (archaeology); Accounting information system; Accounting research; Financial statement; Economics; Value (mathematics); Business; Financial economics; Microeconomics; Computer science","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.005000751,0.0002501109,0.0006599239,0.0001834406,0.00016457,0.0003044058,0.000421285,0.00003443759,0.0009232953],"category_scores_gemma":[0.0009337019,0.0002510769,0.0001965993,0.0004428685,0.00006826657,0.001349375,0.00006781478,0.0001846465,0.000436262],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007509028,"about_ca_system_score_gemma":0.00004706196,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003886136,"about_ca_topic_score_gemma":0.000001066194,"domain_scores_codex":[0.9974958,0.000111038,0.001618224,0.0003263945,0.0001136838,0.0003348572],"domain_scores_gemma":[0.9979187,0.0001353005,0.001258044,0.0005517703,0.00008992944,0.00004628734],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003391175,0.0001869798,0.06369098,0.01542855,0.00005814854,0.000002093439,0.000328055,0.000117402,0.00004037516,0.8514603,0.02152793,0.04712532],"study_design_scores_gemma":[0.0006737646,0.0001848825,0.1392553,0.004085421,0.00003301477,0.000001731323,0.00007821506,0.003953564,0.00002008344,0.005220231,0.8458852,0.0006086501],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.03182911,0.01309479,0.003857167,0.000982632,0.0004506425,0.0009143286,0.000135566,0.0001754682,0.9485603],"genre_scores_gemma":[0.9916559,0.002116304,0.001038561,0.004853289,0.0001843267,0.00001186966,0.00007660473,0.00003314513,0.00003002136],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9598268,"threshold_uncertainty_score":0.9999942,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02322409459094704,"score_gpt":0.2333786775265547,"score_spread":0.2101545829356077,"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."}}