{"id":"W4413930620","doi":"10.37648/medinity2025.022","title":"Development and Validation of an AyurvedicModern Integrated Pain Assessment Scale (AMPAS)","year":2025,"lang":"en","type":"article","venue":"","topic":"Acupuncture Treatment Research Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Scale (ratio); Computer science; Physics","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":[0.01628804,0.0005227278,0.000821963,0.001573995,0.001014238,0.000919206,0.001205022,0.0008329442,0.003940489],"category_scores_gemma":[0.01476292,0.0004847453,0.001033211,0.0007539259,0.0009864945,0.0007782468,0.001502289,0.001344563,0.001641029],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006622302,"about_ca_system_score_gemma":0.003160553,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001316455,"about_ca_topic_score_gemma":0.003381721,"domain_scores_codex":[0.9926078,0.002090065,0.001035609,0.0006908018,0.00339557,0.0001801823],"domain_scores_gemma":[0.9904916,0.001667217,0.0006301836,0.0006406645,0.006336135,0.0002342103],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.002764598,0.01070078,0.1219327,0.002432373,0.0004123299,0.0004948067,0.01181038,0.001638566,0.08283075,0.007703391,0.01112218,0.7461572],"study_design_scores_gemma":[0.003018612,0.02765563,0.792829,0.002329488,0.0006769306,0.002318951,0.007345759,0.01376207,0.03013573,0.005896807,0.1136321,0.0003989094],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8100516,0.001852288,0.1044479,0.001816772,0.0009990598,0.0441612,0.003769396,0.0005217255,0.03238003],"genre_scores_gemma":[0.5312961,0.002192631,0.3868463,0.001186341,0.0002836746,0.06098962,0.005239217,0.0001902096,0.01177603],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01628804,"threshold_uncertainty_score":0.08614045,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02480736333795509,"score_gpt":0.3616376872697489,"score_spread":0.3368303239317938,"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."}}