{"id":"W1517688302","doi":"10.1002/9781444329711.ch11","title":"Introduction to Management","year":2010,"lang":"en","type":"other","venue":"","topic":"Empathy and Medical Education","field":"Medicine","cited_by":105,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen Elizabeth II Health Sciences Centre; Dalhousie University","funders":"","keywords":"Computer science","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00005304279,0.00006823344,0.000103724,0.0001534208,0.000006153181,0.000002671193,0.00002803178,0.0001445808,0.05828759],"category_scores_gemma":[0.00003142536,0.00005157969,0.00002271627,0.00007223935,0.00001121443,0.000003675193,0.00001236098,0.0001542441,0.002457731],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001647626,"about_ca_system_score_gemma":0.00001976256,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004047324,"about_ca_topic_score_gemma":0.000035393,"domain_scores_codex":[0.9995616,0.000003073392,0.00006113041,0.0001669284,0.000127634,0.00007964579],"domain_scores_gemma":[0.9995795,0.000001569252,0.00001788385,0.0002498061,0.00001016555,0.0001411069],"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":[0.000005214723,0.00005495946,0.000001446156,0.00009116172,0.00002171085,0.000002747223,0.000158535,3.818749e-9,0.00004584998,0.0007733473,0.9378979,0.06094713],"study_design_scores_gemma":[0.0001316249,0.00003766083,0.00009904973,0.0000682949,0.00005910543,0.000004240467,0.0003754962,1.62723e-7,0.0001608403,0.00001604932,0.9989952,0.00005229207],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00004888035,0.00003459345,0.0004914913,0.01777699,0.002426806,0.0003800133,6.151976e-7,0.0001406946,0.9786999],"genre_scores_gemma":[0.00004640432,0.00004623601,0.007979216,0.002313002,0.009804094,0.0000304024,0.00005754889,0.00009469012,0.9796284],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.06109729,"threshold_uncertainty_score":0.998319,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007466277358272126,"score_gpt":0.2901486900107584,"score_spread":0.2826824126524863,"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."}}