{"id":"W4415131507","doi":"10.1002/eat.24570","title":"Applying Machine Learning to Predict Complex Clinical Course in Youth With Eating Disorders","year":2025,"lang":"en","type":"article","venue":"International Journal of Eating Disorders","topic":"Eating Disorders and Behaviors","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Children's Hospital of Eastern Ontario; University of Ottawa","funders":"","keywords":"Biopsychosocial model; Eating disorders; Disease; Binge-eating disorder; Disordered eating","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.005207608,0.0007266104,0.0007348736,0.001579954,0.0002892872,0.0008064451,0.0004983701,0.0005189256,0.0007466812],"category_scores_gemma":[0.02008716,0.0002132083,0.0008121882,0.0007242275,0.0002950213,0.0005717787,0.0006397997,0.0008304237,0.0002322863],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007985264,"about_ca_system_score_gemma":0.001319794,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009195622,"about_ca_topic_score_gemma":0.01040246,"domain_scores_codex":[0.9984701,0.0009058057,0.0001111767,0.0002351334,0.0001705737,0.000107232],"domain_scores_gemma":[0.9896486,0.007553592,0.001252947,0.0004046074,0.0009026277,0.0002376555],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0005637646,0.0004691235,0.8212798,0.0001074814,0.0004806767,0.0001110119,0.0001599607,0.08706885,0.000472892,0.0002442762,0.001254302,0.08778783],"study_design_scores_gemma":[0.00006028532,0.0004204107,0.1490331,0.0001122312,0.0000907936,0.0001264617,0.0001478162,0.8473677,0.0006167003,0.001557308,0.0004420787,0.00002503952],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9611804,0.0008133571,0.03556777,0.0005047401,0.00004241571,0.0001650992,0.0006067638,0.0002774372,0.00084199],"genre_scores_gemma":[0.988597,0.000109399,0.01028627,0.00005092006,0.0000240841,0.0000578166,0.0006885158,0.00001026379,0.0001758033],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009195622,"threshold_uncertainty_score":0.0275408,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03218485675304206,"score_gpt":0.3850412897213962,"score_spread":0.3528564329683542,"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."}}