{"id":"W4413941646","doi":"10.2139/ssrn.5412929","title":"Opening the Black Box of Local Projections","year":2025,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Matrix Theory and Algorithms","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"Black box; Geography; Computer science; 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":[0.002885277,0.0007735161,0.001841447,0.001010301,0.00274166,0.005070028,0.002068587,0.002379236,0.02500857],"category_scores_gemma":[0.01331323,0.0008273823,0.0009908539,0.001001967,0.007381866,0.01359388,0.01010987,0.0063588,0.005535215],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008213882,"about_ca_system_score_gemma":0.001063349,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004873802,"about_ca_topic_score_gemma":0.0004848666,"domain_scores_codex":[0.9971498,0.001277176,0.00008240056,0.0005963151,0.0005947655,0.0002995064],"domain_scores_gemma":[0.9936839,0.003112762,0.0002850036,0.001813591,0.0005879557,0.0005168055],"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":[0.00005450562,0.00001345493,0.00007223659,0.00004949007,0.000009737368,0.00002974938,0.0001136813,0.001257528,0.0003294965,0.9844108,0.003735014,0.009924334],"study_design_scores_gemma":[0.00001167387,0.00001152263,0.00002524362,0.00002025449,0.000003934579,0.00003131386,0.00003430134,0.006858096,0.0002488824,0.9893727,0.003373157,0.000008949967],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.04903663,0.002573567,0.8044903,0.008990148,0.001040904,0.00007279422,0.0003533955,0.001613943,0.1318282],"genre_scores_gemma":[0.7370307,0.002430083,0.1926339,0.003832282,0.001663469,0.0003690165,0.000499193,0.002060559,0.05948075],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.02500857,"threshold_uncertainty_score":0.08366209,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00603832061188017,"score_gpt":0.2481124201012304,"score_spread":0.2420740994893502,"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."}}