{"id":"W4399600485","doi":"10.1016/j.gfj.2024.101004","title":"The battle of factors","year":2024,"lang":"en","type":"article","venue":"Global Finance Journal","topic":"Financial Markets and Investment Strategies","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University; Université du Québec à Montréal","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Battle; Business; History; Ancient history","routes":{"ca_aff":true,"ca_fund":true,"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":[0.004436791,0.0008708411,0.000884017,0.001835994,0.002859162,0.0113116,0.0008845907,0.004066513,0.02303572],"category_scores_gemma":[0.01013286,0.0004655172,0.0005061894,0.001839499,0.01670193,0.01470042,0.003136489,0.006336384,0.00393414],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003724284,"about_ca_system_score_gemma":0.002637037,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004910235,"about_ca_topic_score_gemma":0.004199236,"domain_scores_codex":[0.9974564,0.0009778172,0.00007238256,0.0006052564,0.00062666,0.0002615374],"domain_scores_gemma":[0.9954724,0.002206287,0.0003240564,0.0008238088,0.0007211397,0.000452238],"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":[0.00001356593,0.000004832308,0.0002153817,0.00001757119,0.000008982312,0.00003344158,0.0004246426,0.0001285372,0.0000476388,0.9824119,0.007541178,0.00915231],"study_design_scores_gemma":[0.00001215936,0.00001352598,0.000533268,0.0001200864,0.000008822247,0.00007510161,0.0007939846,0.0002719317,0.00007090393,0.8201191,0.1779683,0.00001281249],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02423348,0.04013496,0.02743656,0.1909684,0.004367792,0.00004014187,0.000376899,0.000120009,0.7123218],"genre_scores_gemma":[0.8324813,0.01920347,0.006453513,0.02431467,0.004883226,0.00007924969,0.0002211489,0.0002720871,0.1120914],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02303572,"threshold_uncertainty_score":0.07706219,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02341249835478809,"score_gpt":0.2283531620140373,"score_spread":0.2049406636592492,"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."}}