{"id":"W7057416717","doi":"","title":"Introducing systematic simplicity to manage decisions: How a systematic simplicity approach builds clarity about opportunity, risk and uncertainty essential to all best practice decision making","year":2021,"lang":"en","type":"book","venue":"ePrints Soton (University of Southampton)","topic":"Magnetic confinement fusion research","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Simplicity; CLARITY; IBM; Best practice; Luck; Risk management; Deliverable; Portfolio","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":[0.03257201,0.001706753,0.001529493,0.004377045,0.004910907,0.02973481,0.00347125,0.008381737,0.007640659],"category_scores_gemma":[0.04521213,0.001474309,0.001904339,0.003994199,0.03541712,0.02616155,0.01200348,0.01026985,0.003040475],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008731375,"about_ca_system_score_gemma":0.01585468,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006342941,"about_ca_topic_score_gemma":0.008676556,"domain_scores_codex":[0.9486089,0.03567375,0.002456508,0.002216286,0.009042076,0.002002487],"domain_scores_gemma":[0.9454172,0.04233406,0.002518945,0.003172566,0.004873545,0.001683702],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0000197513,0.00003441945,0.0002912947,0.0004380376,0.00005426137,0.0002850812,0.01312092,0.003504027,0.0004292528,0.9244284,0.01322498,0.04416953],"study_design_scores_gemma":[0.00002151855,0.00005496684,0.0001616354,0.0005895015,0.00002507366,0.0002475052,0.004367232,0.003185339,0.0003639809,0.7806913,0.2102282,0.00006362197],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.005199907,0.007917475,0.7623849,0.05191771,0.00178522,0.0005465283,0.0001046584,0.0007400591,0.1694034],"genre_scores_gemma":[0.1878365,0.008690887,0.7532809,0.01083733,0.0009140075,0.001011637,0.0001657601,0.0006310566,0.03663198],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.03257201,"threshold_uncertainty_score":0.1722593,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02018480443311265,"score_gpt":0.2688253092308597,"score_spread":0.248640504797747,"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."}}