{"id":"W4286634879","doi":"10.36834/cmej.75318","title":"Before it becomes completely random","year":2022,"lang":"en","type":"article","venue":"Canadian Medical Education Journal","topic":"Healthcare professionals’ stress and burnout","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal","funders":"","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.005873279,0.0004572711,0.0008287134,0.001083405,0.005337508,0.006753707,0.001278365,0.002424647,0.06101036],"category_scores_gemma":[0.03281136,0.0005309231,0.0006722849,0.0009591193,0.009349188,0.005568451,0.003612019,0.006089753,0.02129443],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003167168,"about_ca_system_score_gemma":0.00609132,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01549262,"about_ca_topic_score_gemma":0.01878114,"domain_scores_codex":[0.9943831,0.001704155,0.0001600419,0.001265222,0.001658092,0.0008292877],"domain_scores_gemma":[0.9878951,0.004107567,0.0005780644,0.00309615,0.002768099,0.001554874],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009585286,0.00006658633,0.004021098,0.00009226681,0.0000531917,0.0001914,0.001990815,0.0003123647,0.0004940979,0.8142349,0.1221509,0.05629661],"study_design_scores_gemma":[0.0000546265,0.00005617454,0.003732244,0.0001722178,0.00003533615,0.000275683,0.002777715,0.001127644,0.0006595378,0.6385974,0.3524447,0.00006666077],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.02557444,0.001608941,0.06257945,0.09995719,0.006699306,0.0002642599,0.0006016537,0.0009371333,0.8017776],"genre_scores_gemma":[0.4231966,0.001025318,0.01563852,0.05082531,0.00168031,0.0004205604,0.0006489796,0.001387802,0.5051765],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.06101036,"threshold_uncertainty_score":0.2041,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0534033466387111,"score_gpt":0.4379687780914492,"score_spread":0.3845654314527381,"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."}}