{"id":"W4390752618","doi":"10.7759/cureus.52093","title":"A Quantum-Enhanced Precision Medicine Application to Support Data-Driven Clinical Decisions for the Personalized Treatment of Advanced Knee Osteoarthritis: The Development and Preliminary Validation of precisionKNEE_QNN","year":2024,"lang":"en","type":"article","venue":"Cureus","topic":"Total Knee Arthroplasty Outcomes","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hand and Upper Limb Clinic","funders":"","keywords":"Medicine; Precision medicine; Osteoarthritis; Physical therapy; Machine learning; Personalized medicine; Artificial intelligence; Medical physics; Alternative medicine; Bioinformatics; Computer science; Pathology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008181866,0.0001993157,0.0005237801,0.00008625427,0.0001351709,0.0000141991,0.0002384675,0.00008858227,0.00005801082],"category_scores_gemma":[0.001395266,0.0001021886,0.0001119147,0.0002565142,0.0002456931,0.0001416668,0.0001676,0.00008401572,0.00001488895],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007527453,"about_ca_system_score_gemma":0.0002286105,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009932553,"about_ca_topic_score_gemma":0.00004422395,"domain_scores_codex":[0.9977787,0.00007442156,0.000987767,0.0005198372,0.0004584957,0.0001808402],"domain_scores_gemma":[0.9941952,0.004317414,0.00019249,0.0009675027,0.0002043952,0.000122971],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002089364,0.000279867,0.0005507639,0.0000699084,0.0002179978,0.000002376671,0.005736365,0.00008613692,0.004632443,0.000353586,0.001163182,0.984818],"study_design_scores_gemma":[0.03752792,0.08932728,0.1859059,0.006478348,0.004478918,0.0003380748,0.0180462,0.03114847,0.04435809,0.002018544,0.5792807,0.001091545],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.900844,0.008484665,0.08056817,0.003260504,0.0006731984,0.00582088,0.0001790945,0.00007052044,0.00009892435],"genre_scores_gemma":[0.9841474,0.0008758294,0.01344618,0.00006192967,0.0001517503,0.0005903521,0.000266478,0.00003174434,0.0004283829],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9837264,"threshold_uncertainty_score":0.4167131,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0794717187222033,"score_gpt":0.3967719427364001,"score_spread":0.3173002240141968,"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."}}