{"id":"W3111930884","doi":"10.1111/medu.14434","title":"Call for advice or signal of distress?","year":2020,"lang":"en","type":"letter","venue":"Medical Education","topic":"Healthcare professionals’ stress and burnout","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Advice (programming); Helpline; Distress; Emotional distress; Psychology; Medical education; Medicine; Medical emergency; Computer science; Psychiatry; Clinical psychology; Anxiety; Emergency medicine","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":[0.002170273,0.0005658042,0.0005894453,0.0006952467,0.005555136,0.00235438,0.001307155,0.03837274,0.01516069],"category_scores_gemma":[0.01398634,0.0004879255,0.0008829941,0.0003937492,0.001828622,0.003265994,0.001643413,0.02332634,0.008789813],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002953881,"about_ca_system_score_gemma":0.005323331,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01911616,"about_ca_topic_score_gemma":0.03817341,"domain_scores_codex":[0.9979259,0.0007152447,0.0002194548,0.0001759765,0.0004434005,0.0005199795],"domain_scores_gemma":[0.9957041,0.001332875,0.0003121206,0.0001234015,0.0009502319,0.0015772],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006413732,0.00008124164,0.003015301,0.00004122002,0.00001183986,0.009512924,0.0008585849,0.00005667839,0.0003723924,0.002457751,0.9718931,0.01163467],"study_design_scores_gemma":[0.0001310469,0.000196399,0.006254014,0.0008555273,0.00003177347,0.01467905,0.007937165,0.0007507189,0.0004007927,0.009848623,0.9587888,0.0001261713],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.00134323,0.0004568736,0.00009277075,0.9818106,0.006495773,0.00002141907,0.00003236333,0.00003404744,0.009712853],"genre_scores_gemma":[0.00820878,0.0004525405,0.0002729469,0.9645627,0.00552785,0.00002659079,0.00001590133,0.00002141273,0.02091131],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03837274,"threshold_uncertainty_score":0.05071753,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06223187722577004,"score_gpt":0.4729130925090113,"score_spread":0.4106812152832412,"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."}}