{"id":"W3015079983","doi":"10.5220/0009175102490257","title":"Activation adaptation in neural networks","year":2020,"lang":"en","type":"article","venue":"Archivio istituzionale della ricerca (Alma Mater Studiorum Università di Bologna)","topic":"Neural Networks and Applications","field":"Computer Science","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Adaptation (eye); Computer science; Artificial neural network; Artificial intelligence; Neuroscience; Psychology","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00009456942,0.0002404235,0.0002488614,0.0001394161,0.0002953908,0.00008771475,0.0008443351,0.00007150173,0.00001807741],"category_scores_gemma":[0.00001191249,0.0002474201,0.00008913187,0.0008165703,0.00009129815,0.0006517328,0.0005773772,0.0002999219,0.00005001653],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008123821,"about_ca_system_score_gemma":0.00004391416,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002522664,"about_ca_topic_score_gemma":0.00003919626,"domain_scores_codex":[0.9982344,0.0001177313,0.0002684809,0.0006531889,0.0002695778,0.0004566223],"domain_scores_gemma":[0.9991575,0.0001515288,0.0001345364,0.0003222668,0.0000661616,0.0001679954],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001447075,0.0002569346,0.009010023,0.00003589268,0.00007631496,0.0001963006,0.002443193,0.4866841,0.00126444,0.4695024,0.004785054,0.02560064],"study_design_scores_gemma":[0.0006620673,0.0001078231,0.03480134,0.00002025945,0.00001538391,0.00001211532,0.0001906513,0.9528176,0.0001097561,0.0005436525,0.01037499,0.0003443279],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1503086,0.0001128936,0.8110547,0.02000137,0.0002644564,0.0005706552,0.00001490132,0.0003192165,0.01735321],"genre_scores_gemma":[0.993894,0.00007383196,0.00336116,0.0015577,0.0001446424,0.00001899978,0.00005091564,0.00001516209,0.0008836028],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8435854,"threshold_uncertainty_score":0.9999978,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02435643266515362,"score_gpt":0.2236934787398215,"score_spread":0.1993370460746678,"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."}}