{"id":"W7106815055","doi":"10.14288/cjur.v10i1.199064","title":"A 'pandemic snapshot' of the health of Calgarians","year":2024,"lang":"en","type":"article","venue":"Open Collections","topic":"COVID-19 and Mental Health","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Anxiety; Cohort; Quality of life (healthcare); Depression (economics); Population; Patient Health Questionnaire; Comorbidity; Cohort study","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":[0.0008950011,0.0005667887,0.0003294305,0.001489459,0.001240599,0.001751281,0.0008071428,0.001405366,0.003474313],"category_scores_gemma":[0.001390597,0.0002998421,0.0003956176,0.001796003,0.0005339037,0.001335167,0.001995483,0.002376936,0.0007453241],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005421891,"about_ca_system_score_gemma":0.00907402,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6025603,"about_ca_topic_score_gemma":0.801139,"domain_scores_codex":[0.9994206,0.0000692808,0.00003056499,0.0000494431,0.0001574494,0.0002725387],"domain_scores_gemma":[0.9988005,0.00008343824,0.0001711973,0.00007052931,0.0003765581,0.0004976483],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009168221,0.0003983445,0.6340491,0.002059669,0.0004386347,0.002017124,0.009976732,0.001636695,0.005594225,0.001430667,0.1579692,0.1835128],"study_design_scores_gemma":[0.00001235903,0.0001239519,0.9813424,0.0001836983,0.00002915597,0.000203195,0.003103627,0.00009277304,0.0001161753,0.0001107631,0.01465609,0.00002583568],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8431795,0.01808187,0.00111722,0.03322461,0.001351375,0.000331657,0.07538188,0.0004509864,0.02688084],"genre_scores_gemma":[0.9372641,0.0140113,0.003488471,0.008961766,0.0005877216,0.0001700909,0.02970305,0.00004055039,0.005772959],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3974397,"threshold_uncertainty_score":0.7995605,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09344665209528141,"score_gpt":0.4568478958364547,"score_spread":0.3634012437411733,"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."}}