{"id":"W4411143041","doi":"10.2139/ssrn.5283695","title":"AI Investing and Misinformation","year":2025,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Misinformation and Its Impacts","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Kellogg's (Canada)","funders":"","keywords":"Misinformation; Business; Computer science; Computer security","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002148032,0.0003439078,0.0004913539,0.002491822,0.001014754,0.00569132,0.000271546,0.002842358,0.02018726],"category_scores_gemma":[0.01591543,0.0001721242,0.0001955316,0.003874406,0.003194711,0.004063436,0.001254224,0.001923949,0.0009750048],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002426209,"about_ca_system_score_gemma":0.001186426,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00466702,"about_ca_topic_score_gemma":0.003889557,"domain_scores_codex":[0.9984871,0.0007131432,0.0000580394,0.00009515796,0.000421156,0.0002254032],"domain_scores_gemma":[0.9709796,0.02178588,0.003450202,0.0008684538,0.001820912,0.001095067],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0003776717,0.0005498441,0.0322504,0.0003741266,0.0001921355,0.0005522999,0.002517745,0.006026523,0.0005741209,0.8528413,0.03150066,0.07224333],"study_design_scores_gemma":[0.00004703441,0.0001264554,0.02790584,0.0002742985,0.00009616712,0.0002276568,0.004711132,0.005699364,0.0007000566,0.9236388,0.03653269,0.00004059526],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3562514,0.01858831,0.003206606,0.0843621,0.0006243309,0.00003056851,0.0005905497,0.00007663456,0.5362695],"genre_scores_gemma":[0.9799984,0.006549451,0.0001453907,0.001020557,0.0003739167,0.000008517063,0.00004870224,0.000009532148,0.01184558],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02018726,"threshold_uncertainty_score":0.06753314,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01851393698991621,"score_gpt":0.3278411911916693,"score_spread":0.3093272542017531,"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."}}