{"id":"W4383684565","doi":"10.58931/cect.2022.1215","title":"Screening for depression and suicide: a vital part of glaucoma care","year":2022,"lang":"en","type":"article","venue":"Canadian Eye Care Today","topic":"Psychosomatic Disorders and Their Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Medicine; Anxiety; Glaucoma; Depression (economics); Quality of life (healthcare); Suicidal ideation; Backup; Medical emergency; Intensive care medicine; Psychiatry; Nursing; Poison control; Suicide prevention; Computer science","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00003372724,0.0001026174,0.0001960384,0.0001109356,0.0001890874,0.000006896569,0.00006109066,0.00003620372,0.000165957],"category_scores_gemma":[0.00002478218,0.00009680323,0.00007014637,0.00008812033,0.00002910423,0.00002589976,0.00002520292,0.00006449842,7.714211e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001427315,"about_ca_system_score_gemma":0.0001925703,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01149642,"about_ca_topic_score_gemma":0.01650848,"domain_scores_codex":[0.9993152,0.00001774609,0.0001307087,0.0001882974,0.0001213294,0.000226698],"domain_scores_gemma":[0.9993864,0.00002541223,0.0000442397,0.0001995126,0.00006280257,0.0002816264],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001171493,0.00002972035,0.9332148,0.000300616,0.0001149262,0.00007548965,0.006448082,0.000002301771,0.0001462725,0.00008548795,0.003685888,0.05577926],"study_design_scores_gemma":[0.01321526,0.002010152,0.5559085,0.001519607,0.0005336346,0.00009949723,0.1194219,0.0001944377,0.001818369,0.0003069756,0.3042695,0.0007021671],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9863922,0.006936717,0.00003976831,0.0002659208,0.0001899695,0.0006532657,0.0007125465,0.00001621838,0.004793399],"genre_scores_gemma":[0.9983632,0.000008346241,0.0003503499,0.0003537473,0.00003437316,0.0001429466,0.0003893759,0.0000225055,0.0003351601],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3773063,"threshold_uncertainty_score":0.9950861,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01594206443585174,"score_gpt":0.2735922329710045,"score_spread":0.2576501685351528,"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."}}