{"id":"W4205170607","doi":"10.2139/ssrn.3973666","title":"A Model of Challenge Funds: Funding Availability, Selection Rigor, and Project Quality","year":2021,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Private Equity and Venture Capital","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Selection (genetic algorithm); Quality (philosophy); Business; Computer science; Environmental economics; Economics; Artificial intelligence","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":[0.01223042,0.001495559,0.002517713,0.003379345,0.002144209,0.01045975,0.005360842,0.00909269,0.03123058],"category_scores_gemma":[0.04403735,0.001696797,0.001593389,0.003323761,0.00564167,0.01245357,0.00350612,0.004488346,0.003030267],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005859392,"about_ca_system_score_gemma":0.004909525,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01207861,"about_ca_topic_score_gemma":0.01034238,"domain_scores_codex":[0.9921669,0.003849608,0.0002576483,0.001250847,0.0007702109,0.001704865],"domain_scores_gemma":[0.9509817,0.03084286,0.008186949,0.00234298,0.003199165,0.00444631],"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":[0.001226416,0.0006543559,0.01507599,0.0002296645,0.0001746186,0.0006453184,0.001076922,0.2309324,0.001034327,0.7220949,0.005766979,0.02108804],"study_design_scores_gemma":[0.001199378,0.0008867076,0.009742499,0.000115875,0.0002279592,0.000453229,0.0008362011,0.4290222,0.0004112148,0.5504982,0.006413529,0.0001929838],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5569847,0.001536302,0.2608322,0.03279534,0.0002271174,0.0007467147,0.002771536,0.000952871,0.1431533],"genre_scores_gemma":[0.967738,0.000363657,0.005854471,0.000261675,0.0001481984,0.0002292437,0.0001852044,0.00005399129,0.02516558],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03123058,"threshold_uncertainty_score":0.1044767,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06366960379109074,"score_gpt":0.2920030469560353,"score_spread":0.2283334431649446,"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."}}