{"id":"W4410455786","doi":"10.1007/978-3-031-92699-0_16","title":"Dimensionality and Exact Bound Tests in Simultaneous Equations","year":2025,"lang":"en","type":"book-chapter","venue":"Advanced studies in theoretical and applied econometrics","topic":"Numerical methods in inverse problems","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Carleton University; McGill University","funders":"","keywords":"Curse of dimensionality; Applied mathematics; Mathematics; Statistical physics; Physics; Statistics","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":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0009142874,0.000436995,0.001143939,0.0005844627,0.0001116406,0.00002577843,0.0001535908,0.0002986435,0.00008405091],"category_scores_gemma":[0.01334755,0.0003975261,0.0000589027,0.0003364975,0.001755337,0.00004541007,0.0005912413,0.0006836356,0.00000818412],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002484207,"about_ca_system_score_gemma":0.00002706572,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":7.968868e-7,"about_ca_topic_score_gemma":0.00000944071,"domain_scores_codex":[0.9978403,0.00004491966,0.0008400267,0.0007431671,0.000171678,0.0003599118],"domain_scores_gemma":[0.9550833,0.04423131,0.0002112117,0.0003100454,0.00006229666,0.0001018409],"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":[0.00004194632,0.00005566322,0.00002437404,0.0003882552,0.00007776605,0.00001437531,0.0001298604,0.000135665,0.000003414265,0.9604689,0.00002084466,0.03863889],"study_design_scores_gemma":[0.0005658226,0.00005231971,0.000004477318,0.0002735536,0.00006045157,0.000001332875,0.0001603832,0.0007638148,0.00001185103,0.9955425,0.002165094,0.0003984364],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.005143723,0.01579801,0.01830384,0.000762795,0.0007263995,0.002679413,0.0002013049,0.0001619207,0.9562226],"genre_scores_gemma":[0.7049389,0.01960176,0.2514124,0.0009342045,0.0001176571,0.0003407513,0.00002254641,0.0001485213,0.02248323],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9337394,"threshold_uncertainty_score":0.9998477,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08946710327718624,"score_gpt":0.3697182791180418,"score_spread":0.2802511758408556,"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."}}