{"id":"W4210520288","doi":"10.20944/preprints202201.0368.v1","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":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor; McMaster University","funders":"Canadian Institutes of Health Research","keywords":"Mental health; Anxiety; Depression (economics); Pandemic; Psychiatry; Epidemiology; Medicine; Psychology; Psychological resilience; Mental illness; Coronavirus disease 2019 (COVID-19); Disease","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0006876371,0.0006348729,0.0005749798,0.001875506,0.008607764,0.001897324,0.001957808,0.0009475157,0.004501114],"category_scores_gemma":[0.002452604,0.0007819799,0.0006546819,0.003516043,0.001134353,0.0006786967,0.001969497,0.001801727,0.000671857],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0422247,"about_ca_system_score_gemma":0.0562632,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.9933883,"about_ca_topic_score_gemma":0.9978307,"domain_scores_codex":[0.9987295,0.00007055396,0.00005212504,0.0001996943,0.0003899243,0.0005581893],"domain_scores_gemma":[0.997005,0.0001131745,0.0002920807,0.0001067732,0.001347121,0.001135848],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008824774,0.0001393623,0.9773653,0.0001020605,0.00005153507,0.0007365978,0.007129022,0.00008750306,0.0004207953,0.0001212413,0.006428943,0.007329393],"study_design_scores_gemma":[0.00002245048,0.0001089948,0.9769619,0.00014493,0.00003360405,0.0003937201,0.0192712,0.0001940021,0.00007618649,0.0000486961,0.002694508,0.00004980837],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9909111,0.0003132167,0.00008528071,0.001061997,0.00004171881,0.0001814347,0.003628226,0.00002025226,0.00375692],"genre_scores_gemma":[0.995196,0.0005909229,0.0002240239,0.0008225123,0.00002180593,0.00006141271,0.001433939,0.00001371366,0.00163569],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9933883,"threshold_uncertainty_score":0.3063631,"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."}}