{"id":"W3164845480","doi":"10.1002/aur.2494","title":"A radical change in our autism research strategy is needed: Back to prototypes","year":2021,"lang":"en","type":"article","venue":"Autism Research","topic":"Autism Spectrum Disorder Research","field":"Neuroscience","cited_by":141,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hôpital Rivière-des-Prairies; Université de Montréal; Centre Intégré Universitaire de Santé et de Services Sociaux du Centre-Sud-de-l'Île-de-Montréal","funders":"","keywords":"Autism; Psychology; Population; Cognitive psychology; Categorical variable; Reliability (semiconductor); DSM-5; Developmental psychology; Autism spectrum disorder; Clinical psychology; Medicine; Computer science; Machine learning","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.1718735,0.002705753,0.00639435,0.01005518,0.006509611,0.02224973,0.00907655,0.01106445,0.007125334],"category_scores_gemma":[0.1292931,0.00129718,0.00291048,0.004817715,0.07906957,0.06872252,0.01466904,0.05235741,0.005701759],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01087438,"about_ca_system_score_gemma":0.01977228,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00887713,"about_ca_topic_score_gemma":0.007286515,"domain_scores_codex":[0.9006195,0.06757206,0.007668339,0.008441186,0.01391386,0.00178508],"domain_scores_gemma":[0.7838827,0.1254044,0.006526915,0.02982534,0.03980366,0.014557],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002835833,0.0001976248,0.002816421,0.002727567,0.0002537517,0.0003539221,0.02083948,0.0002560247,0.0009642839,0.7602083,0.1163636,0.0947355],"study_design_scores_gemma":[0.0001003106,0.0003764821,0.002513316,0.004447631,0.0001219071,0.0007743284,0.01651581,0.0007814897,0.0003112606,0.702834,0.2710018,0.00022183],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.002377508,0.03750623,0.02800418,0.911591,0.01472162,0.0001462553,0.00015765,0.0002933268,0.005202332],"genre_scores_gemma":[0.137091,0.06811857,0.1370703,0.6043241,0.03865878,0.00220779,0.000594915,0.001179485,0.01075521],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.8281265,"threshold_uncertainty_score":0.9089649,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3172392638320103,"score_gpt":0.4849118567141361,"score_spread":0.1676725928821258,"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."}}