{"id":"W6890362440","doi":"10.34989/swp-2023-28","title":"Crowdfunding and Risk","year":2023,"lang":"en","type":"article","venue":"Econstor (Econstor)","topic":"FinTech, Crowdfunding, Digital Finance","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bank of Canada","funders":"","keywords":"Downside risk; Production (economics); Equity crowdfunding; Face (sociological concept); Consumer demand; Crowdsourcing","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006808191,0.0003956358,0.0004326962,0.0008269645,0.0005497006,0.0007236013,0.0003688439,0.000167821,0.0006113577],"category_scores_gemma":[0.0006296911,0.0004300236,0.0001560023,0.001040362,0.0003842817,0.002214839,0.0004693669,0.0003615259,0.006799871],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001098656,"about_ca_system_score_gemma":0.00005234126,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003256998,"about_ca_topic_score_gemma":0.0002673545,"domain_scores_codex":[0.997748,0.00001374426,0.0005043987,0.0007289787,0.0002396644,0.0007651731],"domain_scores_gemma":[0.9987998,0.0002066092,0.0004306846,0.0004199498,0.00009352322,0.00004943187],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001462503,0.00002504893,0.9354181,0.0001033138,0.00004493889,0.00004753602,0.00003703125,0.00000979063,0.0001617768,0.02270091,0.03792057,0.003516417],"study_design_scores_gemma":[0.0009273479,0.00002418302,0.7001032,0.0001824521,0.00008749106,0.00004054446,0.0002838319,0.002281274,0.0001751706,0.006839483,0.288099,0.0009560268],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8931879,0.0003090532,0.0001286617,0.0003010959,0.001827421,0.0002767984,0.00003205019,0.000945207,0.1029918],"genre_scores_gemma":[0.9935198,0.0001270512,0.000154493,0.0004531399,0.001090881,0.00004666087,0.00003137382,0.0000866502,0.004489935],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2501784,"threshold_uncertainty_score":0.9998152,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01645035770408393,"score_gpt":0.2213571704595761,"score_spread":0.2049068127554922,"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."}}