{"id":"W7106478754","doi":"","title":"AI-Assisted Knee Infrared Imaging Based Acupuncture for Treating Knee Osteoarthritis: A Randomized Controlled Study Protocol","year":2025,"lang":"en","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Acupuncture Treatment Research Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Acupuncture; Randomized controlled trial; Osteoarthritis; Protocol (science); Rehabilitation; Standardization; Traditional Chinese medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005577566,0.003029716,0.007815915,0.001198124,0.001665418,0.001412669,0.001522437,0.003399584,0.02537921],"category_scores_gemma":[0.004461274,0.001245197,0.002247587,0.001306268,0.001740023,0.001351506,0.0007871219,0.00253481,0.002480415],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001646557,"about_ca_system_score_gemma":0.005859422,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00187334,"about_ca_topic_score_gemma":0.003318614,"domain_scores_codex":[0.9969518,0.001333724,0.0004156168,0.0005233316,0.0003750852,0.0004004182],"domain_scores_gemma":[0.9979234,0.0004695623,0.0005025404,0.0002097319,0.0004276311,0.0004671865],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.9402567,0.02993386,0.0009247861,0.006702516,0.001866397,0.0000829268,0.0001643966,0.000287442,0.001204602,0.0004847176,0.002201022,0.01589067],"study_design_scores_gemma":[0.9645743,0.02981943,0.002014009,0.0003081731,0.0008100046,0.00001550126,0.00006147166,0.0004153025,0.0001989298,0.0002287555,0.001525745,0.00002836411],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.1650843,0.005950307,0.004799651,0.0007822146,0.001899243,0.8141158,0.003375672,0.0003340001,0.003658951],"genre_scores_gemma":[0.1303245,0.001706941,0.005785275,0.00123887,0.0004407566,0.8569683,0.000631073,0.00001597567,0.002888338],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.02537921,"threshold_uncertainty_score":0.08490193,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1036663490490976,"score_gpt":0.5617126030574096,"score_spread":0.4580462540083119,"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."}}