{"id":"W6939999086","doi":"10.6084/m9.figshare.20484864.v1","title":"Additional file 1 of Predicting the presence of depressive symptoms in the HIV-HCV co-infected population in Canada using supervised machine learning","year":2022,"lang":"en","type":"article","venue":"Figshare","topic":"Mycorrhizal Fungi and Plant Interactions","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto General Hospital; Centre hospitalier de l'Université Laval; Vancouver Infectious Diseases Centre; University of Ottawa; McGill University; University of Saskatchewan; Université de Montréal; McGill University Health Centre","funders":"","keywords":"Population; Depressive symptoms; Supervised learning; Depression (economics)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009886897,0.0007364475,0.001106657,0.002173191,0.001407505,0.001846467,0.001707491,0.000942171,0.7223251],"category_scores_gemma":[0.02492539,0.0004489404,0.00114148,0.004746049,0.0003476741,0.0009938646,0.0008276189,0.0009249274,0.05576964],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003477256,"about_ca_system_score_gemma":0.00945196,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4900931,"about_ca_topic_score_gemma":0.6377805,"domain_scores_codex":[0.9995325,0.00006893579,0.00007221103,0.0001076612,0.0001061825,0.0001125503],"domain_scores_gemma":[0.9841158,0.01066135,0.0006629642,0.0006723767,0.003266651,0.000620835],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002778133,0.00006309227,0.01051421,0.002372226,0.00009544261,0.00008875925,0.00008978171,0.0006587626,0.00004931676,0.0005848906,0.9758159,0.009389878],"study_design_scores_gemma":[0.00722434,0.0003136043,0.2290169,0.008775945,0.0007431488,0.0007802383,0.001491167,0.005625667,0.0007711037,0.008196877,0.7367777,0.0002832995],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.0002699752,0.00001782221,0.00005317547,0.00005660731,0.000009728432,0.00002823691,0.9990982,0.00004986534,0.0004164209],"genre_scores_gemma":[0.01983112,0.0002487073,0.001986023,0.0003907268,0.00005827886,0.0008993403,0.967078,0.0002536235,0.009254136],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.7223251,"threshold_uncertainty_score":0.9744809,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01802596566642431,"score_gpt":0.2041337721943985,"score_spread":0.1861078065279742,"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."}}