{"id":"W3209504261","doi":"10.1016/j.cogsys.2021.10.002","title":"ECNN: Enhanced convolutional neural network for efficient diagnosis of autism spectrum disorder","year":2021,"lang":"en","type":"article","venue":"Cognitive Systems Research","topic":"Autism Spectrum Disorder Research","field":"Neuroscience","cited_by":57,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Convolutional neural network; Autism; Computer science; Autism spectrum disorder; Artificial intelligence; Pattern recognition (psychology); Brain function; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004529858,0.0006511156,0.0002871129,0.0007057919,0.0002570692,0.0003096575,0.0005895208,0.0007305973,0.002306477],"category_scores_gemma":[0.001063741,0.0002015319,0.0003582081,0.0003387308,0.0001118142,0.000402476,0.0006173851,0.0005415794,0.0008039415],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004621406,"about_ca_system_score_gemma":0.0007508565,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01911052,"about_ca_topic_score_gemma":0.02982663,"domain_scores_codex":[0.9998193,0.00002677481,0.00001067868,0.00005275967,0.00004984412,0.000040606],"domain_scores_gemma":[0.9997316,0.00007390323,0.0000180285,0.00003182851,0.0001266605,0.00001799507],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0006254474,0.0002248379,0.01584488,0.0001820067,0.0001949622,0.0007361775,0.00006501371,0.08070099,0.05008824,0.002507159,0.03083496,0.8179954],"study_design_scores_gemma":[0.00002406912,0.00008178636,0.008539383,0.00003601194,0.00007019564,0.0006015811,0.00002572452,0.9542557,0.0295497,0.001706126,0.005087324,0.00002249552],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.2740012,0.004886678,0.69041,0.001348946,0.0006812729,0.0002157108,0.006375567,0.01197559,0.01010506],"genre_scores_gemma":[0.7486914,0.0008784794,0.2293139,0.000441523,0.0001151533,0.0001184051,0.005771583,0.000225567,0.01444394],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01911052,"threshold_uncertainty_score":0.03799862,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08565360583153797,"score_gpt":0.3798781183226793,"score_spread":0.2942245124911413,"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."}}