{"id":"W4386616839","doi":"10.4324/9781003366744-8","title":"Bandits","year":2023,"lang":"en","type":"book-chapter","venue":"","topic":"Family and Patient Care in Intensive Care Units","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002889062,0.0007475281,0.0003135608,0.0009350223,0.004076548,0.003846755,0.0007502607,0.001170881,0.3118084],"category_scores_gemma":[0.000875361,0.0003080366,0.0002636669,0.00110542,0.001114158,0.003255731,0.002034028,0.001911666,0.1109348],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001988134,"about_ca_system_score_gemma":0.0009188508,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00811464,"about_ca_topic_score_gemma":0.02071677,"domain_scores_codex":[0.9996928,0.00005399117,0.0000142636,0.00007782874,0.00009546323,0.00006559833],"domain_scores_gemma":[0.9998041,0.00004418615,0.00001338252,0.000032572,0.00006823501,0.00003758236],"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":[0.000098498,0.00005034496,0.0003222672,0.0002109859,0.000004008412,0.0002916858,0.005206394,0.0001236677,0.0005670926,0.220124,0.6571352,0.1158658],"study_design_scores_gemma":[8.694615e-7,0.00000420072,0.00008290741,0.00003652387,5.013911e-7,0.00005519776,0.0003232639,0.00001438152,0.00005125701,0.001064127,0.998365,0.000001792668],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001629392,0.001893051,0.0009546861,0.001254613,0.001299702,0.00004125768,0.0003092506,0.0002455604,0.9923726],"genre_scores_gemma":[0.006785009,0.0008166682,0.0004127736,0.0003813784,0.00009035714,0.00003030609,0.0002333587,0.0001542031,0.9910959],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3118084,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2426572790736482,"score_gpt":0.4136153322793751,"score_spread":0.1709580532057269,"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."}}