{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00115163,0.0001250162,0.0002114265,0.0001129777,0.0007698085,0.000008774082,0.000140539,0.0001319688,0.001569362],"category_scores_gemma":[0.00004928035,0.0001127795,0.00004213242,0.0002459757,0.0000413625,0.0002353149,0.00003454191,0.0004004391,0.001597735],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004015679,"about_ca_system_score_gemma":0.0001400704,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001301242,"about_ca_topic_score_gemma":0.00002596831,"domain_scores_codex":[0.9979041,0.0003061607,0.0003447415,0.0001322572,0.0002748915,0.001037903],"domain_scores_gemma":[0.9989922,0.0001734563,0.0001243633,0.0003056321,0.00007732395,0.0003270326],"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":[0.0003069167,0.0001473431,0.2832333,0.0007498942,0.00002984139,0.000002419868,0.04865199,0.000001620688,0.00003529641,0.09528171,0.4937808,0.07777897],"study_design_scores_gemma":[0.0006117877,0.0000446527,0.06431907,0.0003943341,0.00002183332,4.271031e-7,0.002077931,0.00001144066,0.00001005375,0.001418094,0.9309456,0.0001447961],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2727069,0.0008639403,0.001320199,0.01633464,0.006981655,0.0009036132,0.00005202326,0.0004623637,0.7003747],"genre_scores_gemma":[0.9845721,0.00004884646,0.0008170422,0.005246471,0.002316602,0.00003329513,0.00001890421,0.00003749216,0.006909294],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7118652,"threshold_uncertainty_score":0.9993433,"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."}}