{"id":"W4281997277","doi":"10.26442/20751753.2022.2.201507","title":"Patients with depression in the early stages of Parkinson's disease: A cross-sectional observational study","year":2022,"lang":"en","type":"article","venue":"Consilium Medicum","topic":"Parkinson's Disease Mechanisms and Treatments","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Apathy; Depression (economics); Montreal Cognitive Assessment; Anxiety; Psychology; Cognition; Beck Depression Inventory; Observational study; Psychiatry; Clinical psychology; Medicine; Internal medicine; Cognitive impairment","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":[0.0003545903,0.0001479529,0.000213141,0.0001160564,0.0002134155,0.00001617146,0.0001528638,0.00002436979,0.0004226607],"category_scores_gemma":[0.0001086351,0.00009401851,0.00006256489,0.0002899581,0.00009953081,0.00008083596,0.00009216267,0.0002066597,0.000003185563],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009028484,"about_ca_system_score_gemma":0.0003236148,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008986264,"about_ca_topic_score_gemma":0.00001645896,"domain_scores_codex":[0.997679,0.0001811185,0.0002778115,0.0003421292,0.001322607,0.000197329],"domain_scores_gemma":[0.9991099,0.0001403188,0.0001354781,0.0003385111,0.0001333385,0.0001424499],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001335164,0.003259645,0.9942184,0.00002422205,0.00009279456,0.0002001227,0.0004169223,0.00002626157,0.00001191216,0.00004911797,0.0001993719,0.0001660289],"study_design_scores_gemma":[0.006454108,0.0007557056,0.990055,0.0000248519,0.0001025622,0.000005390512,0.0003734135,0.00002768646,0.00001010477,0.00008880194,0.002015286,0.00008705083],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978981,0.0002767973,0.000008957342,0.0001498033,0.0002001123,0.001106288,0.0002276349,0.0000212084,0.0001110937],"genre_scores_gemma":[0.9987213,0.00000247043,0.00004415632,0.0002940393,0.0000421646,0.0005011529,0.0002328292,0.00001533332,0.0001465682],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005118944,"threshold_uncertainty_score":0.4627838,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04129709686358206,"score_gpt":0.3059558196255537,"score_spread":0.2646587227619716,"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."}}