{"id":"W6990094032","doi":"","title":"Coronavirus Disease (COVID-19): The Mental Health, Resilience, and Communication Resources for the Short- and Long-term Challenges Faced by Healthcare Workers","year":2022,"lang":"en","type":"article","venue":"IRIS Research product catalog (Sapienza University of Rome)","topic":"COVID-19 and Mental Health","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mental health; Health care; Quarter (Canadian coin); Psychological intervention; China; Coronavirus; Disease; Coronavirus disease 2019 (COVID-19)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00290087,0.0003810621,0.000475855,0.00313129,0.001216234,0.003048106,0.0003729184,0.0009839844,0.007754172],"category_scores_gemma":[0.006899753,0.0001592954,0.0007105065,0.0036731,0.0006919549,0.002496654,0.001883262,0.0009602843,0.000607971],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001643143,"about_ca_system_score_gemma":0.003536683,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00449816,"about_ca_topic_score_gemma":0.007874568,"domain_scores_codex":[0.9990478,0.0003642369,0.0001515911,0.0001105185,0.0002062581,0.0001194882],"domain_scores_gemma":[0.9948587,0.002970753,0.001093589,0.000106586,0.000459967,0.0005104551],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004077415,0.0002938345,0.1159656,0.02035895,0.000465889,0.001039679,0.01094777,0.0001934661,0.002371249,0.01061248,0.05021383,0.7871295],"study_design_scores_gemma":[0.0001033556,0.0005559222,0.5570769,0.03322852,0.0006643277,0.004001323,0.02598609,0.000287201,0.001170571,0.007772335,0.3690519,0.0001015392],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.2625492,0.5883234,0.001708525,0.06203624,0.003976321,0.0005236914,0.004381387,0.00008931872,0.07641207],"genre_scores_gemma":[0.5996938,0.3693607,0.006853343,0.007132387,0.003160103,0.0004577611,0.003460967,0.00003073962,0.009850248],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007754172,"threshold_uncertainty_score":0.0259403,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2219396633822013,"score_gpt":0.4617559372924939,"score_spread":0.2398162739102926,"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."}}