{"id":"W3198404866","doi":"","title":"The Impact of Cooperative R&D and Advertising on Innovation and Welfare","year":2019,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Merger and Competition Analysis","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; Carleton University","funders":"","keywords":"Welfare; Ranking (information retrieval); Externality; Advertising; Product differentiation; Informative advertising; Product (mathematics); Business; Microeconomics; Economics; Advertising account executive; Online advertising; Market economy; The Internet","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":[],"consensus_categories":[],"category_scores_codex":[0.0006805037,0.00005545582,0.0001334095,0.0001307954,0.0001455628,0.00004230081,0.00004886533,0.00002111461,0.0001103747],"category_scores_gemma":[0.00003301336,0.00003995112,0.00004106864,0.0002116196,0.00002102307,0.00008586987,0.0000101525,0.0002927888,0.00001282239],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001289582,"about_ca_system_score_gemma":0.00006703366,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000660328,"about_ca_topic_score_gemma":0.00003231232,"domain_scores_codex":[0.9993236,0.00001417808,0.0002455588,0.00008974178,0.00002194827,0.0003049387],"domain_scores_gemma":[0.9996683,0.00001846665,0.0001828952,0.00006991042,0.00004434522,0.0000160922],"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":[0.00002132597,0.000008200139,0.04683866,0.000001235937,0.0001088129,6.012213e-8,0.00005236556,0.00006864384,0.00004354125,0.9493331,0.00001104898,0.003513048],"study_design_scores_gemma":[0.001552926,0.0014317,0.22631,0.00003174778,0.00001717452,0.00008492536,0.002110714,0.005081491,0.0000930275,0.7600641,0.002929037,0.0002931699],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9910915,0.002597881,0.0007013524,0.0006094444,0.00004234651,0.0000415494,0.000003882371,0.000002204748,0.00490981],"genre_scores_gemma":[0.9962122,0.003005911,0.000004383872,0.00002597324,0.00001944706,6.349371e-7,0.000001294425,0.000004566781,0.0007256257],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.189269,"threshold_uncertainty_score":0.1629159,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008697768636579402,"score_gpt":0.2300507287759709,"score_spread":0.2213529601393915,"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."}}