{"id":"W1969945529","doi":"10.7196/sajs.1854","title":"The humanity of it all: Exposing love, life, work and stupidity","year":2013,"lang":"en","type":"article","venue":"South African Journal of Surgery","topic":"Healthcare Systems and Challenges","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Stupidity; Humanity; Medicine; Work (physics); Psychoanalysis; Aesthetics; Theology; Developmental psychology; Philosophy; Psychology; Mechanical engineering","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":[0.005745854,0.0008523412,0.001069295,0.001541911,0.01388444,0.01223566,0.001539569,0.008100996,0.003318319],"category_scores_gemma":[0.01297735,0.0004723503,0.0009255185,0.001018542,0.05248447,0.01632397,0.01051845,0.0169158,0.0006453395],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004099075,"about_ca_system_score_gemma":0.005131258,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006191335,"about_ca_topic_score_gemma":0.01010902,"domain_scores_codex":[0.9923868,0.005278581,0.0001202452,0.0002540013,0.00107429,0.0008861671],"domain_scores_gemma":[0.9878856,0.008815303,0.0007717299,0.0004014839,0.0008056691,0.001320218],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007135255,0.00009388315,0.00300704,0.0004636722,0.00005559836,0.003928122,0.4568646,0.0002034151,0.0004849128,0.3216079,0.1668414,0.04637805],"study_design_scores_gemma":[0.00001263968,0.0001271901,0.001567672,0.0007737571,0.00001250592,0.004653358,0.4860344,0.0002045651,0.0002468516,0.09709162,0.4092131,0.00006228158],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.03385679,0.03398303,0.005923617,0.8425613,0.02218363,0.00003332354,0.00001988026,0.00007230475,0.06136601],"genre_scores_gemma":[0.6285585,0.03354574,0.002575927,0.2859854,0.01301215,0.00008980373,0.00001674499,0.000144377,0.03607143],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01388444,"threshold_uncertainty_score":0.03038734,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2327297713703423,"score_gpt":0.3862716429943421,"score_spread":0.1535418716239998,"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."}}