{"id":"W4210761372","doi":"10.20944/preprints202201.0368.v2","title":"Mental Disorder Symptoms among Paramedics in a Single Canadian Site","year":2022,"lang":"en","type":"preprint","venue":"Preprints.org","topic":"COVID-19 and Mental Health","field":"Psychology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor; McMaster University","funders":"","keywords":"Mental health; Anxiety; Depression (economics); Psychiatry; Epidemiology; Pandemic; Psychology; Medicine; Psychological resilience; Coronavirus disease 2019 (COVID-19); Clinical psychology; Disease; Social psychology","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":[],"consensus_categories":[],"category_scores_codex":[0.0007041741,0.0006469782,0.0005728143,0.001886998,0.008491567,0.001934733,0.002018026,0.0009680368,0.00443159],"category_scores_gemma":[0.002527695,0.0008045776,0.0006791083,0.003607137,0.001164755,0.0006848782,0.002019949,0.001785049,0.0006750061],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04344994,"about_ca_system_score_gemma":0.06056862,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9943182,"about_ca_topic_score_gemma":0.9981225,"domain_scores_codex":[0.9986939,0.00007286364,0.0000553356,0.0002115838,0.0004012966,0.0005650317],"domain_scores_gemma":[0.9968281,0.000121467,0.0003033196,0.0001150568,0.001442616,0.001189291],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008888215,0.0001310239,0.9779454,0.0001047614,0.00005367008,0.0006752977,0.006416354,0.000093018,0.000419617,0.0001257096,0.006592153,0.007354177],"study_design_scores_gemma":[0.00002468486,0.0001123889,0.9776322,0.000154002,0.00003772908,0.0003967888,0.01833659,0.0002144626,0.00008525602,0.00005127149,0.002901537,0.00005305852],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9896525,0.0003450499,0.00009737639,0.001153101,0.00004418804,0.0001973895,0.004423853,0.00002325013,0.0040633],"genre_scores_gemma":[0.9947835,0.0006164795,0.0002529752,0.0008899207,0.00002246494,0.0000635628,0.001641578,0.00001503274,0.001714567],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04344994,"threshold_uncertainty_score":0.3152528,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.133189392873286,"score_gpt":0.4217100077591786,"score_spread":0.2885206148858925,"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."}}