{"id":"W2593525293","doi":"10.2139/ssrn.2927823","title":"Promoting Innovation and Efficiency by Streamlining Competition Reviews","year":2017,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Canadian Policy and Governance","field":"Social Sciences","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Competition (biology); Industrial organization; Business","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.003038745,0.00005810883,0.00009493819,0.00003986122,0.002004477,0.0002378114,0.0001968141,0.00004154209,0.00001321575],"category_scores_gemma":[0.0008997399,0.00005653738,0.00002165225,0.00009780691,0.0001303473,0.0003579646,0.00001476225,0.0005304645,0.000006291925],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004004054,"about_ca_system_score_gemma":0.0009931274,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.00838028,"about_ca_topic_score_gemma":0.04215847,"domain_scores_codex":[0.9986042,0.00007898061,0.0001844196,0.0001023292,0.0001521637,0.0008778569],"domain_scores_gemma":[0.9993619,0.00002067626,0.0004189272,0.00009211447,0.00005241843,0.00005393807],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000003143739,0.00001254203,0.001826409,0.000004871384,0.000006826595,6.24747e-7,0.002507423,1.468283e-7,0.0002404518,0.8355615,0.001204691,0.1586314],"study_design_scores_gemma":[0.0006979781,0.0001973479,0.003631277,0.000245297,0.00002178905,0.00006587482,0.001958748,0.00008199656,0.00009763143,0.2994674,0.6932201,0.0003146011],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9592283,0.00597528,0.001418618,0.02239928,0.000201485,0.0002517356,0.00001102401,0.00001834798,0.01049597],"genre_scores_gemma":[0.9883367,0.00841621,0.00001868497,0.0002662804,0.0003612626,0.000002054594,0.000001300586,0.000004751202,0.002592763],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6920154,"threshold_uncertainty_score":0.9992948,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01908244583183571,"score_gpt":0.3142349703205283,"score_spread":0.2951525244886926,"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."}}