{"id":"W4236574450","doi":"10.36334/modsim.2015.h2.khaiter","title":"Developing an eBoard for resource management in the Image Guided Therapy Department","year":2015,"lang":"en","type":"article","venue":"Weber, T., McPhee, M.J. and Anderssen, R.S. (eds) MODSIM2015, 21st International Congress on Modelling and Simulation","topic":"Healthcare Systems and Technology","field":"Business, Management and Accounting","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children; York University","funders":"","keywords":"Computer science; Resource management (computing); Emergency department; Medicine; Nursing","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":[],"consensus_categories":[],"category_scores_codex":[0.001139529,0.0002880679,0.000276325,0.0003816945,0.0002869434,0.0004617841,0.0002827551,0.0001643403,0.000006056213],"category_scores_gemma":[0.00004185995,0.0002277654,0.00005708456,0.000180552,0.00007207761,0.0006533914,0.00007238397,0.000177372,0.000006294986],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006574954,"about_ca_system_score_gemma":0.00002890258,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004250479,"about_ca_topic_score_gemma":0.0001787506,"domain_scores_codex":[0.9981214,0.00006028885,0.0005037903,0.0005345428,0.0004394472,0.0003404824],"domain_scores_gemma":[0.9989929,0.0001391366,0.0002388328,0.0002568104,0.0003286504,0.0000436355],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001192958,0.0004255294,0.004900678,0.0003817527,0.0002345524,0.00004327672,0.001047511,0.4401486,0.00003325408,0.3813041,0.00418678,0.166101],"study_design_scores_gemma":[0.002272655,0.00006200749,0.0002552641,0.0001071125,0.00001821241,0.000003723128,0.00131122,0.7145911,0.00001350424,0.01813904,0.2629377,0.0002884775],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9111623,0.001164688,0.06951781,0.007445094,0.001272399,0.00200436,0.00002381152,0.000217804,0.007191775],"genre_scores_gemma":[0.9948913,0.0004638253,0.001599071,0.001912907,0.0005334766,0.0001136324,0.0002044086,0.00003567257,0.0002456842],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3631651,"threshold_uncertainty_score":0.9288004,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1284885385061469,"score_gpt":0.3478895695145254,"score_spread":0.2194010310083786,"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."}}