{"id":"W4205592860","doi":"10.2139/ssrn.4003544","title":"Lean Advice for New Investors","year":2022,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Insurance and Financial Risk Management","field":"Economics, Econometrics and Finance","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"WiLAN (Canada)","funders":"","keywords":"Advice (programming); Business; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005796003,0.000619792,0.0006330681,0.001717822,0.002698907,0.006293638,0.0008719113,0.006443293,0.09761925],"category_scores_gemma":[0.03299949,0.0003089413,0.0005324426,0.0005683451,0.001409101,0.005196339,0.003337786,0.00911766,0.04250063],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002222208,"about_ca_system_score_gemma":0.005912939,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002214895,"about_ca_topic_score_gemma":0.009772947,"domain_scores_codex":[0.9958777,0.00107312,0.0001905385,0.0002531262,0.002043052,0.0005624496],"domain_scores_gemma":[0.9852989,0.003164265,0.000594435,0.0007240544,0.005684849,0.004533531],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002648855,0.00004600276,0.0005918851,0.00002656427,0.000005186121,0.0001709446,0.0003411076,0.00004554983,0.0001570932,0.007059588,0.9491737,0.04235592],"study_design_scores_gemma":[0.0000263655,0.00002437315,0.0005672803,0.0001615183,0.000008615751,0.0002038256,0.0007802725,0.0001588231,0.000115486,0.01519355,0.9827444,0.00001562982],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.003416586,0.005596206,0.006051947,0.7651478,0.03824201,0.0000925744,0.0002746709,0.001186231,0.179992],"genre_scores_gemma":[0.03466726,0.004635287,0.008541865,0.2539399,0.01907361,0.0001159099,0.0002690536,0.0006119118,0.6781452],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.09761925,"threshold_uncertainty_score":0.3265689,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01771997013978674,"score_gpt":0.2115334683364463,"score_spread":0.1938134981966595,"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."}}