{"id":"W3125720173","doi":"10.2139/ssrn.2195477","title":"An Exponential Class of Dynamic Binary Choice Panel Data Models with Fixed Effects","year":2012,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Spatial and Panel Data Analysis","field":"Economics, Econometrics and Finance","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Trinity College","funders":"","keywords":"Panel data; Class (philosophy); Fixed effects model; Econometrics; Exponential function; Binary number; Fixed point; Mathematics; Economics; Computer science; Applied mathematics; Arithmetic; Mathematical analysis; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001330245,0.0001842327,0.0004358065,0.0002589005,0.000133642,0.00004789971,0.0008355518,0.00009302891,0.00006973689],"category_scores_gemma":[0.00003986278,0.0001681348,0.00009045727,0.0002865592,0.00005120189,0.001624552,0.00009727982,0.0007376196,0.00005330889],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002408669,"about_ca_system_score_gemma":0.0002027227,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00118717,"about_ca_topic_score_gemma":0.001356617,"domain_scores_codex":[0.9975499,0.00005651397,0.0004878957,0.0003282878,0.00009057101,0.001486828],"domain_scores_gemma":[0.9984881,0.00006065617,0.00048961,0.0007762145,0.00003331052,0.0001521111],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001120519,0.003218884,0.3724147,0.0002470448,0.005202504,0.00002041641,0.001488033,0.007594056,0.00425879,0.5517246,0.0005134431,0.05219698],"study_design_scores_gemma":[0.008031688,0.004100677,0.1708699,0.0001437934,0.0009445538,0.0006702566,0.001679014,0.5559903,0.00021415,0.2498846,0.005077158,0.002393892],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.856436,0.00854391,0.1339128,0.0001143862,0.0002506076,0.0001253358,0.0002219734,0.00002037741,0.0003746218],"genre_scores_gemma":[0.9963781,0.002151077,0.0006004536,0.00004246155,0.0002747159,0.000004486764,0.0003293178,0.00003182032,0.0001876281],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5483963,"threshold_uncertainty_score":0.6856337,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03954906174852148,"score_gpt":0.2445258831894618,"score_spread":0.2049768214409403,"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."}}