{"id":"W4281491824","doi":"10.1177/08295735221089457","title":"Lessons Learned: Achieving Consensus About Learning Disability Assessment and Diagnosis","year":2022,"lang":"en","type":"article","venue":"Canadian Journal of School Psychology","topic":"Educational and Psychological Assessments","field":"Psychology","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children; University of Toronto","funders":"","keywords":"Psychology; Process (computing); Learning disability; Medical education; Statement (logic); Applied psychology; Developmental psychology; Medicine; Computer science; Political 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":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.4551063,0.001562424,0.002975455,0.007420863,0.01394888,0.02235263,0.01566099,0.01739643,0.0051243],"category_scores_gemma":[0.513853,0.002179892,0.003398372,0.005436181,0.0229281,0.02902887,0.02643893,0.03307477,0.002060714],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02501485,"about_ca_system_score_gemma":0.07763015,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02116323,"about_ca_topic_score_gemma":0.02215118,"domain_scores_codex":[0.4959268,0.3598849,0.04979078,0.01996691,0.06096072,0.0134698],"domain_scores_gemma":[0.4093618,0.3344045,0.01814337,0.03422592,0.164121,0.0397433],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002094512,0.0006007375,0.009805965,0.007846369,0.0003398033,0.002434161,0.1232407,0.00203057,0.0009852417,0.1093099,0.1834855,0.5597116],"study_design_scores_gemma":[0.0003469437,0.0004175586,0.007077233,0.03053712,0.0001724653,0.002182332,0.1495151,0.004159892,0.001375624,0.4863472,0.3173557,0.0005128594],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.007574525,0.01155957,0.0505657,0.9132567,0.009752962,0.001082342,0.0001319002,0.0003830705,0.005693148],"genre_scores_gemma":[0.3715478,0.01859106,0.3883369,0.2028047,0.007731401,0.005520885,0.0007721693,0.0006939388,0.004001132],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5448937,"threshold_uncertainty_score":0.6719511,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1442220507544139,"score_gpt":0.4673658597491466,"score_spread":0.3231438089947327,"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."}}