{"id":"W4409187661","doi":"10.1002/9781394294404.ch9","title":"Neural Networks Using Log‐Cosh","year":2025,"lang":"en","type":"other","venue":"","topic":"Advanced Statistical Modeling Techniques","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University; University of British Columbia","funders":"","keywords":"Artificial neural network; Computer science; 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":[0.00005005129,0.0001999918,0.000232252,0.0001454716,0.00003245635,0.00007004075,0.0008862463,0.0002066591,0.0001772276],"category_scores_gemma":[0.00003555117,0.0001800001,0.00004705081,0.0001986466,0.00003837594,0.00006094499,0.0004829546,0.000235748,0.000008784102],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003585223,"about_ca_system_score_gemma":0.00004199885,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001592395,"about_ca_topic_score_gemma":0.00002112635,"domain_scores_codex":[0.9989791,0.00003150589,0.0001569417,0.0004402489,0.000132911,0.0002593134],"domain_scores_gemma":[0.9991127,0.00006953953,0.00007359956,0.0006585934,0.00003121647,0.00005436597],"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":[7.02816e-7,0.0000120215,0.000002161911,0.00001711105,0.00001298972,0.00002269741,0.000002099339,0.004878005,0.000001568721,0.5632202,0.3646553,0.06717518],"study_design_scores_gemma":[0.00003194844,0.000009705489,3.831963e-7,0.00007050899,0.000005446712,0.000002312411,1.811223e-7,0.9312774,0.000004461405,0.03982074,0.02859258,0.0001843464],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[9.794289e-9,0.0001863218,0.6793837,0.00005811406,0.0002985384,0.0001036233,0.000003637226,0.001483492,0.3184825],"genre_scores_gemma":[0.0001156775,0.00002063482,0.7694907,0.000554573,0.00009710311,0.000004404954,0.000002582726,0.00007439056,0.2296399],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.9263994,"threshold_uncertainty_score":0.7340191,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02865904598555778,"score_gpt":0.3207754181217997,"score_spread":0.2921163721362419,"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."}}