{"id":"W4392281939","doi":"10.15690/vramn12996","title":"Paradigm Shift: New Approaches to Understanding Autism Spectrum Disorders","year":2024,"lang":"en","type":"article","venue":"Annals of the Russian academy of medical sciences","topic":"Autism Spectrum Disorder Research","field":"Neuroscience","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Children’s Health Research Institute","funders":"","keywords":"Autism; Paradigm shift; Spectrum (functional analysis); Psychology; Cognitive science; Developmental psychology; Physics; Epistemology; Philosophy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"theoretical_or_conceptual","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"theoretical_or_conceptual","genre":"commentary","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002229305,0.0001967226,0.0002991235,0.000330732,0.0003342296,0.0001229684,0.002991607,0.0001939028,0.0005325239],"category_scores_gemma":[0.0001719378,0.0001205079,0.000209803,0.002557652,0.002255871,0.000333547,0.0006505238,0.0007062389,0.00005921798],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003809596,"about_ca_system_score_gemma":0.0005076802,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002255292,"about_ca_topic_score_gemma":0.00005580712,"domain_scores_codex":[0.9946572,0.0002666191,0.0004687583,0.0006933026,0.003113022,0.0008010594],"domain_scores_gemma":[0.9985183,0.0006267573,0.0001161877,0.0002053892,1.958422e-8,0.000533383],"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":[0.000008511249,0.00004077792,0.0001538916,0.00005050841,0.00000873517,0.000002104872,0.0007847279,0.00004958671,0.000007614736,0.9975229,0.0005690872,0.0008015343],"study_design_scores_gemma":[0.00009400061,0.000118047,0.003843193,0.0003234551,0.000005908688,0.000008248002,0.00001299116,0.002353992,0.01041834,0.9778827,0.004791607,0.0001474577],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.01205936,0.001020718,0.002355986,0.9758113,0.0002373169,0.000349828,0.00000872715,0.00006781126,0.008088931],"genre_scores_gemma":[0.9972028,0.0007027985,0.00005380492,0.001594196,0.0000782977,0.000006666224,1.000738e-7,0.00001560298,0.0003457824],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9851434,"threshold_uncertainty_score":0.831185,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.440870090491171,"score_gpt":0.4078276395136287,"score_spread":0.03304245097754233,"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."}}