{"id":"W4413763296","doi":"10.1353/nin.2025.a968556","title":"Leave It: Moneyball","year":2025,"lang":"en","type":"article","venue":"Nine","topic":"FinTech, Crowdfunding, Digital Finance","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Business","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00009894206,0.0001209565,0.0001334282,0.0001845959,0.00007736751,0.000212474,0.0002130507,0.00005053273,0.0005930767],"category_scores_gemma":[0.0001757856,0.0001186063,0.0000519638,0.000559047,0.00003935731,0.0006248074,0.0002008945,0.0001029842,0.001190112],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002693602,"about_ca_system_score_gemma":0.00001201911,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001260018,"about_ca_topic_score_gemma":0.00006690864,"domain_scores_codex":[0.9992825,0.000001197009,0.0001657245,0.0002148486,0.0001136814,0.0002220459],"domain_scores_gemma":[0.9996418,0.00001671615,0.00007084017,0.000190024,0.00007610617,0.000004528733],"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":[0.00002422124,0.00006774334,0.01832098,0.000145888,0.00001941116,0.00001844554,0.000008625102,0.00001693639,0.001000792,0.3021881,0.6625031,0.01568577],"study_design_scores_gemma":[0.0003058444,0.000004673284,0.01450216,0.0001042874,0.00001554149,5.831214e-7,0.000023273,0.00101595,0.0005619511,0.003796336,0.9795144,0.0001550356],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.04339891,0.0001383672,0.001643716,0.005056864,0.0005286819,0.0001265448,0.000001455506,0.000223994,0.9488814],"genre_scores_gemma":[0.8589706,0.000004612044,0.0001245177,0.005190354,0.0003493968,0.00001151067,0.00001365954,0.00001465348,0.1353207],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8155717,"threshold_uncertainty_score":0.9995876,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01246088002001311,"score_gpt":0.2313134850408043,"score_spread":0.2188526050207912,"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."}}