{"id":"W7116089829","doi":"10.1080/02687038.2025.2602510","title":"Effects of conversation group treatment for individuals with moderate to severe aphasia","year":2025,"lang":"en","type":"article","venue":"Aphasiology","topic":"Neurobiology of Language and Bilingualism","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Adler","funders":"National Institute on Deafness and Other Communication Disorders","keywords":"Conversation; Aphasia; Group (periodic table); Treatment and control groups; Aphasiology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001342451,0.0003323162,0.0007523463,0.0005316396,0.0005457758,0.0002927581,0.0003235762,0.0004663528,0.003050176],"category_scores_gemma":[0.004479045,0.0001141903,0.0007057859,0.0001967904,0.0002784172,0.0002748524,0.000703852,0.0004671332,0.0001777775],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003153296,"about_ca_system_score_gemma":0.00058957,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000660096,"about_ca_topic_score_gemma":0.002058554,"domain_scores_codex":[0.9986302,0.0008661553,0.0001176181,0.0001150712,0.0001529119,0.0001181788],"domain_scores_gemma":[0.9977575,0.001232899,0.000323061,0.0001227731,0.00009108322,0.0004727245],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.1501463,0.03604719,0.02579702,0.00264853,0.001973626,0.0004986323,0.002514004,0.0008942171,0.02441718,0.0003640217,0.001693033,0.7530061],"study_design_scores_gemma":[0.02616772,0.509643,0.4331535,0.0009854209,0.004325873,0.0009800356,0.00279984,0.002384242,0.01141284,0.001369057,0.006686285,0.00009218343],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966758,0.001291431,0.0002353205,0.000150131,0.00004599126,0.0002852333,0.00005577865,0.0000296421,0.001230686],"genre_scores_gemma":[0.9972108,0.000499682,0.001488237,0.0000742789,0.0000498125,0.000378001,0.00005487376,0.000002646914,0.0002416415],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003050176,"threshold_uncertainty_score":0.01020384,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01663842753486134,"score_gpt":0.2911495418372853,"score_spread":0.274511114302424,"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."}}