{"id":"W4405793338","doi":"10.1002/eat.24361","title":"Toward a Unified, Inclusive, and Standardized Approach for Assessing Help‐Seeking Behavior in Eating Disorder Populations: A Commentary on Ali et al. (2024)","year":2024,"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":"McMaster University; Impact","funders":"","keywords":"Inclusion (mineral); Psychology; Help-seeking; Receipt; Eating disorders; Applied psychology; Clinical psychology; Social psychology; Psychotherapist; Mental health; Computer science","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":[],"consensus_categories":[],"category_scores_codex":[0.1420676,0.002234535,0.00508048,0.007159696,0.006870227,0.01141104,0.01261684,0.04383315,0.002901918],"category_scores_gemma":[0.3913179,0.001920037,0.005588168,0.006599615,0.01625456,0.01666391,0.008046917,0.05415771,0.002871911],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0210541,"about_ca_system_score_gemma":0.04924868,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04820751,"about_ca_topic_score_gemma":0.05348372,"domain_scores_codex":[0.8296299,0.1001239,0.03364743,0.0076233,0.02529265,0.003682826],"domain_scores_gemma":[0.4152707,0.4746664,0.01278826,0.004767127,0.08736068,0.005146848],"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":[0.0001366914,0.00002613054,0.0003174378,0.007767228,0.0001537177,0.0002712736,0.00582395,0.00007561304,0.0001721361,0.008307422,0.9540035,0.02294504],"study_design_scores_gemma":[0.0001989831,0.0000995794,0.001249356,0.06875751,0.0005644805,0.0005484857,0.005565878,0.0002611242,0.0004334104,0.01633392,0.905777,0.0002101913],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0001433587,0.040794,0.0005306417,0.8974137,0.06038135,0.00006630125,0.0001767721,0.00002511985,0.0004687606],"genre_scores_gemma":[0.002861886,0.02146859,0.001496918,0.9318827,0.04094911,0.0004164569,0.00006477112,0.0000599944,0.0007996339],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1420676,"threshold_uncertainty_score":0.7513342,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04386605715051747,"score_gpt":0.4032445668386638,"score_spread":0.3593785096881463,"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."}}