{"id":"W4390586134","doi":"10.7748/mhp.27.1.11.s7","title":"Coping strategies to help you deal with patient suicide","year":2024,"lang":"en","type":"article","venue":"Mental Health Practice","topic":"Healthcare professionals’ stress and burnout","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"World Federation of Science Journalists","funders":"","keywords":"Coping (psychology); Mental health; Psychology; Affect (linguistics); Nursing; Psychotherapist; Clinical psychology; Medicine; Communication","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":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001847783,0.0003103329,0.0004214053,0.0001948505,0.00209384,0.00008827071,0.0001833919,0.0001819392,0.0005149714],"category_scores_gemma":[0.0001276894,0.0002304675,0.00005102051,0.0005312348,0.00004603149,0.0009516939,0.0002193054,0.001539751,0.001391518],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001074045,"about_ca_system_score_gemma":0.004604138,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008444268,"about_ca_topic_score_gemma":0.00211075,"domain_scores_codex":[0.9946309,0.001614657,0.0009913923,0.0006462431,0.0007966548,0.00132011],"domain_scores_gemma":[0.9967774,0.001523632,0.0003253989,0.0003365723,0.0002474474,0.0007896047],"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":[0.00305921,0.0007574108,0.009594816,0.01318863,0.000250016,0.0004751768,0.1375382,0.00005861912,0.0002829377,0.03179101,0.220008,0.582996],"study_design_scores_gemma":[0.0004977394,0.001320652,0.001135844,0.01093845,0.00001764408,0.00004726617,0.09412894,0.00009453138,0.00003375424,0.0001314486,0.8913576,0.0002961099],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2159821,0.0286188,0.004362299,0.695264,0.007202735,0.009031176,0.00049017,0.001192312,0.0378564],"genre_scores_gemma":[0.850387,0.002564666,0.02266283,0.1176743,0.001357318,0.001249571,0.0002394751,0.0001825718,0.003682285],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6713496,"threshold_uncertainty_score":0.999386,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07748718329153509,"score_gpt":0.4965470134031394,"score_spread":0.4190598301116044,"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."}}