{"id":"W4389397248","doi":"10.1017/s0140525x23001711","title":"Neither hype nor gloom do DNNs justice","year":2023,"lang":"en","type":"article","venue":"Behavioral and Brain Sciences","topic":"Neural dynamics and brain function","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Google (Canada)","funders":"","keywords":"Gloom; Economic Justice; Deep neural networks; Epistemology; Philosophy; Computer science; Political science; Artificial intelligence; Psychology; Artificial neural network; Law; Neuroscience","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01757941,0.001216406,0.001244536,0.001153403,0.003184047,0.007477679,0.002569913,0.01061167,0.01175212],"category_scores_gemma":[0.07711821,0.0006391478,0.0007316505,0.0005777012,0.03216752,0.02215585,0.005321069,0.02509896,0.008820968],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002520635,"about_ca_system_score_gemma":0.001990337,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003932881,"about_ca_topic_score_gemma":0.003663942,"domain_scores_codex":[0.9879715,0.00381583,0.0007739991,0.002601861,0.004291967,0.0005447807],"domain_scores_gemma":[0.9736439,0.01510394,0.001554632,0.004517521,0.004033435,0.00114657],"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":[0.0001864101,0.00003915373,0.0004813238,0.0002173417,0.0001016648,0.0001135206,0.0007333714,0.0009025072,0.0005727282,0.8081984,0.1428318,0.04562179],"study_design_scores_gemma":[0.00005514404,0.00005222646,0.0001574881,0.0003406145,0.00002766016,0.0001411697,0.0002494564,0.001381466,0.0006910768,0.8280116,0.1688377,0.00005443926],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.003332652,0.01237775,0.06263397,0.8269054,0.01454762,0.00004262849,0.0003481119,0.000610787,0.07920104],"genre_scores_gemma":[0.311134,0.01550664,0.04403989,0.5220247,0.02965658,0.0003380992,0.0003851373,0.00179013,0.07512492],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01757941,"threshold_uncertainty_score":0.09296989,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.114428776512421,"score_gpt":0.3514465838051833,"score_spread":0.2370178072927623,"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."}}