{"id":"W4410354587","doi":"10.36315/2025inpact111","title":"FAMILY FUNCTIONING AND DYADIC RELATIONSHIP IN MULTIPLE SCLEROSIS: PRELIMINARY DATA OF AN ITALIAN MULTICENTER STUDY","year":2025,"lang":"en","type":"article","venue":"","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Multiple sclerosis; Multicenter study; Psychology; Computer science; Medicine; Physical medicine and rehabilitation; Data science; Psychiatry; Internal 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":[0.002345746,0.0005676034,0.0004891906,0.001183982,0.001281182,0.0008173715,0.0004929688,0.0005445124,0.001788213],"category_scores_gemma":[0.005252634,0.000338392,0.0005777304,0.001534593,0.0005188002,0.0006799213,0.001188755,0.0004903909,0.0002929477],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005064571,"about_ca_system_score_gemma":0.0004367873,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006615543,"about_ca_topic_score_gemma":0.006139733,"domain_scores_codex":[0.9985935,0.0008734695,0.00008257024,0.0001654795,0.000148528,0.0001362895],"domain_scores_gemma":[0.9973133,0.0005733941,0.00107574,0.0002643606,0.0002181382,0.000555033],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003919896,0.0002103785,0.994489,0.00003810816,0.00008653347,0.0002332145,0.001978373,0.00003449787,0.000123417,0.00001853408,0.000141237,0.002254836],"study_design_scores_gemma":[0.00004045712,0.0005045831,0.9968663,0.0000203316,0.00004587493,0.0005159515,0.001561795,0.00007920923,0.00002773419,0.00002270049,0.0003080052,0.000007024308],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989929,0.0003167606,0.00007210318,0.00003242302,0.000003016219,0.0000532038,0.0001637436,0.000001584922,0.0003644041],"genre_scores_gemma":[0.9991172,0.0002301725,0.0001253542,0.00003530682,0.00001153271,0.00009474861,0.0002871408,0.000002107397,0.00009642875],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006615543,"threshold_uncertainty_score":0.01315409,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.227219254117568,"score_gpt":0.3715587645941873,"score_spread":0.1443395104766193,"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."}}