{"id":"W4416304877","doi":"10.1101/2025.11.16.25340349","title":"Artificial Intelligence Predicts Health-Related Quality of Life for Adolescent Idiopathic Scoliosis","year":2025,"lang":"","type":"preprint","venue":"medRxiv","topic":"Scoliosis diagnosis and treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; University of Manitoba; University of Toronto","funders":"DePuy Synthes Spine; Stryker","keywords":"Idiopathic scoliosis; Psychosocial; Minimal clinically important difference; Quality of life (healthcare); Scoliosis; Mean difference","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":[0.001672133,0.0005672062,0.0004171465,0.001545033,0.0002252245,0.001053419,0.0004175794,0.0005091698,0.001683554],"category_scores_gemma":[0.007601124,0.00015144,0.0008112287,0.0006794497,0.0002018831,0.0004242338,0.0004429729,0.0006040449,0.0004114257],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005457477,"about_ca_system_score_gemma":0.0004901075,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005526408,"about_ca_topic_score_gemma":0.004141918,"domain_scores_codex":[0.9994493,0.0002174321,0.0000687081,0.0001134881,0.00009841408,0.00005259228],"domain_scores_gemma":[0.9961798,0.002548542,0.0005563683,0.0001761355,0.0003712709,0.0001679772],"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":[0.0002933535,0.0002633336,0.9222871,0.0000408354,0.0002168517,0.00006245363,0.00004085242,0.05670504,0.0003039369,0.00009895318,0.0007203938,0.01896685],"study_design_scores_gemma":[0.00003207459,0.0003846307,0.2382004,0.00004551234,0.0001014779,0.0001130756,0.0001192351,0.7594015,0.0006150635,0.0006248759,0.0003454345,0.00001664106],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9926964,0.0003082442,0.004633211,0.0003566415,0.00002668393,0.00003904337,0.001210933,0.00009652605,0.0006323621],"genre_scores_gemma":[0.9970737,0.00006804672,0.001486763,0.00002432137,0.00001137579,0.00001966114,0.001129399,0.000004065525,0.0001826866],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005526408,"threshold_uncertainty_score":0.01098847,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1565135516666715,"score_gpt":0.3881031221147697,"score_spread":0.2315895704480982,"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."}}