{"id":"W4413842760","doi":"10.1002/ejp.70118","title":"Experimental Pain Model Based on Short‐Wave Diathermy Replicates the Intensity, Quality and Spatial Distribution of Chronic Shoulder Pain: A Parallel Group Validation Study","year":2025,"lang":"en","type":"article","venue":"European Journal of Pain","topic":"Shoulder Injury and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Intensity (physics); Diathermy; Chronic pain; Medicine; Physical therapy; Musculoskeletal pain; Physical medicine and rehabilitation; Quality (philosophy); Surgery; Optics; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01261168,0.0001734114,0.000336758,0.00007220965,0.000105327,0.00002579509,0.00009923597,0.00002759499,0.00001379433],"category_scores_gemma":[0.0006413361,0.0001108575,0.0001473587,0.000107132,0.00008962525,0.00004522009,0.00004948818,0.000249209,5.369914e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001692456,"about_ca_system_score_gemma":0.00006652566,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002099082,"about_ca_topic_score_gemma":0.000005264572,"domain_scores_codex":[0.9945711,0.004077116,0.000652342,0.0002165716,0.0003387167,0.0001441861],"domain_scores_gemma":[0.9987195,0.000475719,0.0002632047,0.0003301401,0.0001332402,0.00007823749],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.02563872,0.03158943,0.31567,0.0006161819,0.003216041,0.001141528,0.008589384,0.01262702,0.08478213,0.0008634576,0.01183696,0.5034292],"study_design_scores_gemma":[0.01150706,0.02503311,0.6184504,0.0008787559,0.001144888,0.00004520678,0.005520283,0.3074817,0.02869588,0.0003278654,0.000459369,0.0004555172],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6654547,0.0002304966,0.332112,0.001503219,0.00004987123,0.0004728739,0.00000853575,0.00001312101,0.000155166],"genre_scores_gemma":[0.9987044,0.000008321384,0.0002035514,0.0008765121,0.0001110637,0.00000898454,0.00004164556,0.00001645447,0.00002902844],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5029737,"threshold_uncertainty_score":0.4520636,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0619032979075474,"score_gpt":0.3443058948688512,"score_spread":0.2824025969613038,"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."}}