{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01084183,0.001152431,0.0009658659,0.003895574,0.00258099,0.005885938,0.002463029,0.00284914,0.004160624],"category_scores_gemma":[0.007382802,0.00037103,0.001042024,0.00126685,0.03020557,0.01134417,0.005100537,0.007083545,0.0007116083],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008672672,"about_ca_system_score_gemma":0.00731363,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004674067,"about_ca_topic_score_gemma":0.004111163,"domain_scores_codex":[0.994301,0.003737024,0.0002109649,0.0007936485,0.0006429483,0.000314425],"domain_scores_gemma":[0.993947,0.003801098,0.0004497362,0.0005530241,0.0008089332,0.0004401087],"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":[0.00001586128,0.0000342223,0.000433012,0.0001364628,0.00001396039,0.0001649996,0.006576793,0.0004319568,0.0001717109,0.9762248,0.002139908,0.01365629],"study_design_scores_gemma":[0.000009728358,0.00001405057,0.0002810558,0.0001315196,0.000005443496,0.00014108,0.002705543,0.0007976831,0.00007238081,0.9712208,0.02460947,0.00001127481],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02596588,0.05310209,0.368443,0.3559726,0.005030598,0.000363602,0.0002925293,0.0003016736,0.1905281],"genre_scores_gemma":[0.7270926,0.03389182,0.1897943,0.02976692,0.004272484,0.001264472,0.0003204759,0.0001594849,0.01343741],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01084183,"threshold_uncertainty_score":0.06292492,"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."}}