{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009574572,0.0003743948,0.0007172184,0.0007535855,0.0008308348,0.0007299578,0.0003302639,0.0008235243,0.001230862],"category_scores_gemma":[0.001574294,0.0006186167,0.000548662,0.001057163,0.000326321,0.0007269363,0.0004930983,0.000819472,0.0002827206],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003169559,"about_ca_system_score_gemma":0.0002947379,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00450761,"about_ca_topic_score_gemma":0.005769635,"domain_scores_codex":[0.9993813,0.0001850175,0.00008216946,0.0001552967,0.0001023777,0.00009377901],"domain_scores_gemma":[0.9988089,0.0002321197,0.0004206971,0.00008073263,0.0001548712,0.0003027169],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001003429,0.00009045506,0.9991442,0.00001073306,0.00004657249,0.00009479112,0.0001118463,0.000007119857,0.00007301373,0.000004703116,0.00003299421,0.0002832386],"study_design_scores_gemma":[0.00003031341,0.0004171282,0.9983239,0.000009192915,0.00005135148,0.0005091456,0.0004274538,0.00007366037,0.00001656356,0.00001070457,0.0001258352,0.000004867452],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994079,0.0001939144,0.00004540287,0.00001551554,0.000004655651,0.00002220714,0.0001557538,8.559244e-7,0.0001539235],"genre_scores_gemma":[0.9993708,0.000142363,0.00006465652,0.00004757045,0.0000102879,0.0000235962,0.0002630769,7.59323e-7,0.00007690698],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00450761,"threshold_uncertainty_score":0.00896275,"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."}}