{"id":"W2561144950","doi":"10.1080/09332480.2001.10542270","title":"On the Edge: Statistics & Computing","year":2001,"lang":"en","type":"article","venue":"CHANCE","topic":"Mathematical Dynamics and Fractals","field":"Mathematics","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Enhanced Data Rates for GSM Evolution; Computer science; Statistics; Mathematics; 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":[0.0002893529,0.00009485197,0.0001340959,0.00001486459,0.0001136947,0.00003332314,0.0001671001,0.00003411498,0.0004247657],"category_scores_gemma":[0.0009421163,0.00006009101,0.00003005973,0.00009107029,0.00004478384,0.00001624104,0.00004218941,0.0001353916,0.0003351693],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001653742,"about_ca_system_score_gemma":0.000007208287,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001510014,"about_ca_topic_score_gemma":0.000008648373,"domain_scores_codex":[0.9993274,0.00002685406,0.0001734729,0.000119096,0.0001651214,0.0001880788],"domain_scores_gemma":[0.9979115,0.001600564,0.00008622756,0.0003180444,0.00004384156,0.00003985867],"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":[0.000002972622,0.00005973457,0.00001513576,0.00003330293,0.000006763431,0.000003679209,0.0002338501,0.000004536376,0.00004725262,0.9833018,0.01397227,0.002318699],"study_design_scores_gemma":[0.00007655644,0.00001589313,0.00007216973,0.00006828779,0.000006267438,0.000006598238,0.00002659584,0.02319262,0.00003283415,0.9698195,0.006585697,0.00009692128],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1895445,0.00002491014,0.7773373,0.0009450596,0.0001662907,0.0002018141,0.00001937628,0.0000642951,0.03169647],"genre_scores_gemma":[0.9495702,0.00002942605,0.04189034,0.0009300401,0.000186737,0.00001102306,0.000006266632,0.00003280563,0.007343125],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7600257,"threshold_uncertainty_score":0.4650887,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09115416574928395,"score_gpt":0.3452009442240246,"score_spread":0.2540467784747407,"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."}}