{"id":"W2312526056","doi":"10.7748/ns2012.07.26.44.24.p8847","title":"Unwelcome surprise","year":2012,"lang":"en","type":"article","venue":"Nursing Standard","topic":"Health Services Management and Policy","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Canadian Navy","funders":"","keywords":"Surprise; Psychology; Computer science; Social psychology","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":[0.006193873,0.000988888,0.001199966,0.0008938735,0.008957655,0.00939346,0.002124989,0.02241655,0.01724174],"category_scores_gemma":[0.04787316,0.0007430263,0.001269941,0.0005182899,0.006345623,0.006406707,0.003908503,0.04787123,0.0131987],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004520732,"about_ca_system_score_gemma":0.01358927,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01510303,"about_ca_topic_score_gemma":0.03719489,"domain_scores_codex":[0.992626,0.001327067,0.0002701272,0.001034802,0.003675223,0.001066714],"domain_scores_gemma":[0.9812409,0.004430157,0.0007150302,0.0008371681,0.007152389,0.005624291],"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":[0.0000141887,0.00001118693,0.00007531642,0.00001739185,0.000004754042,0.00005356874,0.0001356893,0.00001076083,0.00004489268,0.002719627,0.9932824,0.003630195],"study_design_scores_gemma":[0.00001300546,0.00001552608,0.0002572925,0.0001065506,0.000005412193,0.00008555833,0.001045848,0.00003620888,0.00005311429,0.004253437,0.9941083,0.0000197013],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0002406966,0.00286248,0.0002055511,0.897702,0.08825617,0.000008747804,0.0000393865,0.00005018631,0.01063475],"genre_scores_gemma":[0.002330242,0.001237459,0.0002330228,0.916574,0.02437257,0.00003049297,0.00003052341,0.00005713967,0.05513456],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02241655,"threshold_uncertainty_score":0.05767941,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09847745081341597,"score_gpt":0.5250405389411766,"score_spread":0.4265630881277607,"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."}}