{"id":"W4404066371","doi":"10.36834/cmej.80093","title":"A light in the dark","year":2024,"lang":"en","type":"article","venue":"Canadian Medical Education Journal","topic":"Healthcare professionals’ stress and burnout","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.00931479,0.0009013136,0.001461778,0.00296814,0.0389799,0.02176267,0.002254428,0.008957198,0.03593091],"category_scores_gemma":[0.01998392,0.0006359284,0.0008332105,0.002685794,0.04542159,0.01445902,0.01161304,0.02755564,0.006298291],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02939966,"about_ca_system_score_gemma":0.08224153,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.5608929,"about_ca_topic_score_gemma":0.7010362,"domain_scores_codex":[0.9899221,0.00219187,0.0002141789,0.0009266306,0.004086931,0.002658203],"domain_scores_gemma":[0.9725854,0.00273297,0.0006869401,0.0008046004,0.008381571,0.01480853],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.00009425094,0.00007188528,0.00210621,0.0002041184,0.00003213039,0.0002351782,0.01815189,0.00003900084,0.0004525769,0.09673195,0.8455356,0.03634517],"study_design_scores_gemma":[0.00001885538,0.00002365951,0.002233505,0.0005929852,0.00001279623,0.0001134997,0.03844586,0.00002863205,0.00008754832,0.0196964,0.9386817,0.00006452184],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.003191008,0.02002982,0.0004215287,0.8913757,0.03463238,0.00001576653,0.0001214366,0.00006643017,0.05014605],"genre_scores_gemma":[0.165435,0.02477671,0.001411993,0.6538201,0.02055298,0.0000581899,0.000179664,0.0003921564,0.1333733],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5608929,"threshold_uncertainty_score":0.8833861,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03839726124489671,"score_gpt":0.4535547532647456,"score_spread":0.4151574920198489,"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."}}