{"id":"W4383710506","doi":"10.1007/s11136-023-03475-1","title":"The Patient Generated Index (PGI) as an early-warning system for predicting brain health challenges: a prospective cohort study for people living with Human Immunodeficiency Virus (HIV)","year":2023,"lang":"en","type":"article","venue":"Quality of Life Research","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University; McGill University Health Centre","funders":"","keywords":"Anxiety; Hospital Anxiety and Depression Scale; Mood; Clinical psychology; Psychology; Cognition; Mental health; Cohort; Psychiatry; Distress; Public health; Medicine","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":[0.002150837,0.0006824138,0.000580045,0.001231219,0.0009274185,0.001728099,0.0009669113,0.001026438,0.001904751],"category_scores_gemma":[0.00809551,0.0005069079,0.001526357,0.001369873,0.0003579627,0.001599157,0.00133131,0.002856765,0.0004692506],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000574927,"about_ca_system_score_gemma":0.0008577817,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01320817,"about_ca_topic_score_gemma":0.01432987,"domain_scores_codex":[0.9989685,0.0003784545,0.00009143352,0.0002282413,0.0001750966,0.0001583409],"domain_scores_gemma":[0.9971938,0.0005955179,0.0009504781,0.0003760141,0.0004146152,0.0004694748],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003619785,0.0001711834,0.9978244,0.000009096611,0.0001100666,0.00002959605,0.00007508205,0.00004255902,0.00006264134,0.0000273292,0.000200173,0.001085889],"study_design_scores_gemma":[0.00004212469,0.0005801005,0.9971957,0.00001232055,0.0001791543,0.0001295783,0.0003672302,0.001003204,0.0001135595,0.00008030561,0.0002788493,0.00001784485],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9965108,0.0001341545,0.0002337366,0.0001287717,0.00004231714,0.00006691596,0.002321912,0.000007703886,0.0005537606],"genre_scores_gemma":[0.9967002,0.000100251,0.0005105268,0.00007798993,0.00003130832,0.00007699183,0.00179821,0.000009344143,0.0006950669],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01320817,"threshold_uncertainty_score":0.02626258,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1797692318526896,"score_gpt":0.4771099714732695,"score_spread":0.2973407396205799,"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."}}