{"id":"W7002185764","doi":"","title":"Markers of Fibromyalgia: Classification and Subtyping Using Self-Reported Measures","year":2025,"lang":"en","type":"article","venue":"ENLIGHTEN (Jurnal Bimbingan dan Konseling Islam)","topic":"Ancient Egypt and Archaeology","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Random forest; Support vector machine; Affect (linguistics); Feature (linguistics); Cluster analysis; Fibromyalgia; Pattern recognition (psychology); Neuroimaging; Alexithymia","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":[0.0006445638,0.0002119001,0.0003252123,0.0003881462,0.0006076616,0.00008857102,0.0001844928,0.00009191828,0.00004522664],"category_scores_gemma":[0.0001265794,0.0001921313,0.0001115792,0.0001427279,0.0004260697,0.0001789394,0.00009202383,0.0002633156,0.000003576532],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005137107,"about_ca_system_score_gemma":0.0001541228,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001053268,"about_ca_topic_score_gemma":0.0000439387,"domain_scores_codex":[0.9983985,0.0001408403,0.0005921815,0.0003422293,0.0001965713,0.000329615],"domain_scores_gemma":[0.998953,0.0001787371,0.0003304125,0.0002415975,0.0002325817,0.00006368821],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006466324,0.0004556439,0.08838368,0.001468799,0.002280679,0.00008952402,0.1159502,0.0001174663,0.1632701,0.6149271,0.003002219,0.009407911],"study_design_scores_gemma":[0.01472014,0.002669454,0.160059,0.01503393,0.007481981,0.0007390796,0.1603501,0.1369851,0.08455461,0.1018242,0.3078496,0.007732871],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9892284,0.0008342252,0.0007745715,0.0004385567,0.0005596686,0.0001725313,0.000005839443,0.000119113,0.007867111],"genre_scores_gemma":[0.9972713,0.0001483022,0.001258624,0.00006543741,0.0001123005,0.000004592349,0.00001152053,0.00002100702,0.001106889],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5131029,"threshold_uncertainty_score":0.7834886,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03840964880541915,"score_gpt":0.2560731231258897,"score_spread":0.2176634743204706,"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."}}