{"id":"W4385301591","doi":"10.32388/fmsea4","title":"Review of: \"FLAML-Boosted XGBoost Model for Autism Diagnosis: A Comprehensive Performance Evaluation\"","year":2023,"lang":"en","type":"peer-review","venue":"","topic":"Brain Tumor Detection and Classification","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Health Services","funders":"","keywords":"Autism; Computer science; Psychology; Developmental 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001215028,0.0004627528,0.00103284,0.0002335414,0.0002229353,0.00003339949,0.0006475061,0.0001934671,0.0008069997],"category_scores_gemma":[0.003545072,0.0004142445,0.0004518816,0.0009566553,0.0001443145,0.0001713264,0.0001256971,0.000414797,0.0003956419],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001927061,"about_ca_system_score_gemma":0.0006021894,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001079282,"about_ca_topic_score_gemma":0.00002018704,"domain_scores_codex":[0.995824,0.0003640482,0.001228462,0.001012457,0.001184884,0.0003861208],"domain_scores_gemma":[0.9958269,0.0009448248,0.001033072,0.0009846898,0.001090351,0.0001201693],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000007732848,0.00005010299,3.500194e-7,0.05762454,0.00001532169,4.895415e-7,0.00002212241,0.0000754224,0.0002589618,0.0002500315,0.9003668,0.04132808],"study_design_scores_gemma":[0.0004109028,0.00008775518,0.00003386526,0.06524106,0.0004209399,0.00001586411,0.000006619969,0.2399924,0.001483216,0.0001541603,0.6917277,0.0004255484],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001878858,0.5717005,0.004713914,0.336329,0.01275473,0.03869418,0.004613006,0.001815603,0.02919118],"genre_scores_gemma":[0.0008931468,0.7695673,0.0002645699,0.05455068,0.0001253505,0.01008238,0.0008867255,0.0001233488,0.1635065],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.2817783,"threshold_uncertainty_score":0.999831,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2243609987069429,"score_gpt":0.3894058516529486,"score_spread":0.1650448529460057,"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."}}