{"id":"W4408821200","doi":"10.2139/ssrn.5192987","title":"Is There an Optimal Financing Strategy for Corporate Innovation?","year":2025,"lang":"en","type":"preprint","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":"Toronto Metropolitan University; Trent University; Concordia University","funders":"","keywords":"Business; Corporate finance; Finance; Financial system","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":[0.003012074,0.0005231901,0.001655823,0.001870979,0.0007004831,0.006196342,0.001001174,0.006371155,0.01924248],"category_scores_gemma":[0.02300627,0.0006789717,0.0006069966,0.001208779,0.002301798,0.01113243,0.001491549,0.001762103,0.001692682],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002178825,"about_ca_system_score_gemma":0.00276402,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0011084,"about_ca_topic_score_gemma":0.001444019,"domain_scores_codex":[0.9987073,0.0003321131,0.0001214589,0.0002825696,0.0001977751,0.0003588113],"domain_scores_gemma":[0.9869137,0.007974515,0.002377235,0.0005705211,0.001011632,0.001152285],"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":[0.000242732,0.0002245276,0.006774004,0.0005448672,0.0001676138,0.000354164,0.0002298377,0.01707124,0.001731147,0.8777064,0.01105165,0.08390176],"study_design_scores_gemma":[0.0001012533,0.00005614731,0.002681183,0.00009926012,0.00005267976,0.0001558256,0.0003239975,0.02152089,0.0005018052,0.9709384,0.003546089,0.00002253953],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6638907,0.005800882,0.09349579,0.06426325,0.0004216355,0.0002714149,0.001257848,0.0004680558,0.1701303],"genre_scores_gemma":[0.9871314,0.001198743,0.005515874,0.0006770141,0.0003149032,0.00007350891,0.00009531394,0.00004289348,0.004950338],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01924248,"threshold_uncertainty_score":0.06437254,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04892941047549709,"score_gpt":0.2874621484099456,"score_spread":0.2385327379344485,"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."}}