{"id":"W4416985298","doi":"10.1002/dys.70019","title":"Consensus Without Clarity for Dyslexia Identification: A Commentary on Holden et al.","year":2025,"lang":"en","type":"article","venue":"Dyslexia","topic":"Reading and Literacy Development","field":"Psychology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Mount Saint Vincent University","funders":"","keywords":"Dyslexia; CLARITY; Fluency; Reading (process); Cognition; Neuropsychology; Identification (biology)","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":[0.1492281,0.001690215,0.004368616,0.004904203,0.01438488,0.01403018,0.01798575,0.0830551,0.006687107],"category_scores_gemma":[0.4666758,0.00221429,0.005919876,0.004284185,0.02605128,0.03204719,0.01452457,0.1381228,0.005036474],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02312785,"about_ca_system_score_gemma":0.05450966,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03190183,"about_ca_topic_score_gemma":0.03141546,"domain_scores_codex":[0.8057452,0.09941795,0.03461797,0.01445379,0.0389768,0.006788368],"domain_scores_gemma":[0.3886354,0.4472013,0.01385521,0.006789461,0.1237521,0.01976648],"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":[0.00003723495,0.00002019256,0.00007705636,0.001136513,0.00002938031,0.0002347724,0.002850516,0.00004270971,0.00006127331,0.005097286,0.9789619,0.0114512],"study_design_scores_gemma":[0.0001353048,0.00006318434,0.0004457458,0.01744118,0.00007522132,0.001004946,0.008220544,0.0002155066,0.0002084828,0.01899282,0.9529885,0.0002084823],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.00004590859,0.005053972,0.0001417232,0.9584429,0.03606231,0.000013303,0.00001842923,0.00001087098,0.0002106929],"genre_scores_gemma":[0.001551496,0.003636288,0.0004805803,0.974219,0.01954767,0.00008997677,0.00001740725,0.00004013046,0.0004174197],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1492281,"threshold_uncertainty_score":0.789203,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03588929843734426,"score_gpt":0.3879872776169239,"score_spread":0.3520979791795796,"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."}}