{"id":"W4413832462","doi":"10.3390/ijfs13030158","title":"What’s Trending? Stock-Level Investor Sentiment and Returns","year":2025,"lang":"en","type":"article","venue":"International Journal of Financial Studies","topic":"Financial Markets and Investment Strategies","field":"Economics, Econometrics and Finance","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Tech University","funders":"Social Sciences and Humanities Research Council of Canada; Natural Science Foundation of Guangdong Province; National Natural Science Foundation of China; British Federation of Women Graduates","keywords":"Stock (firearms); Monetary economics; Business; Economics; Financial economics; Geography","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":[0.0005093514,0.0001271384,0.0002010492,0.0003410758,0.0001510928,0.001196296,0.0001322123,0.0004683538,0.001526985],"category_scores_gemma":[0.004289149,0.00008111872,0.0002031827,0.0004930974,0.0002995361,0.001120959,0.0002244679,0.0005150923,0.0003647493],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002471652,"about_ca_system_score_gemma":0.0001100095,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002445952,"about_ca_topic_score_gemma":0.003023406,"domain_scores_codex":[0.9998846,0.00002595768,0.000008640822,0.00002879606,0.00002250724,0.00002948907],"domain_scores_gemma":[0.9971517,0.0008044917,0.001479411,0.00009637075,0.0001964074,0.0002716307],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001654432,0.00008752661,0.9691364,0.00002917226,0.0001564995,0.0001915107,0.0003263372,0.0007814147,0.001381272,0.002409926,0.001349624,0.0239848],"study_design_scores_gemma":[0.000006369161,0.0001061571,0.9896427,0.00002604484,0.0000559728,0.0001772798,0.0005551706,0.003938614,0.0003774712,0.003597808,0.001506049,0.00001041094],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9951757,0.0005924095,0.0003176699,0.001051899,0.00002644644,0.000002586562,0.0001649912,0.000005488964,0.002662912],"genre_scores_gemma":[0.9990935,0.0002704762,0.00006985873,0.00009631213,0.00005775574,9.765814e-7,0.00008278478,0.000003401097,0.0003248715],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002445952,"threshold_uncertainty_score":0.005108237,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07570774529183441,"score_gpt":0.3041671406724389,"score_spread":0.2284593953806045,"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."}}