{"id":"W7064658246","doi":"","title":"A Comparison of Digital and Analogue Visual Management Communication Boards","year":2020,"lang":"en","type":"other","venue":"Figshare","topic":"Magnetic confinement fusion research","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Visual communication; Focus (optics); Action (physics); Digital transformation; Information management; Best practice","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":[0.007324193,0.0003834883,0.0002699505,0.002597624,0.0009444979,0.006380792,0.001136663,0.0009413317,0.02634292],"category_scores_gemma":[0.05515755,0.0002138835,0.0003061395,0.002434543,0.002121016,0.005321624,0.003338182,0.0009501799,0.002130781],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002454687,"about_ca_system_score_gemma":0.001405452,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001889095,"about_ca_topic_score_gemma":0.001648999,"domain_scores_codex":[0.9866884,0.006152645,0.0008447527,0.0006636683,0.004865441,0.0007849872],"domain_scores_gemma":[0.9600646,0.02733341,0.00432511,0.002283178,0.004500946,0.001492733],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.006798629,0.002109488,0.05662608,0.005683661,0.000188499,0.0005305983,0.03732273,0.002805691,0.009421702,0.0598059,0.01604813,0.8026589],"study_design_scores_gemma":[0.001840608,0.01216384,0.2937605,0.005086076,0.0004737704,0.0009169378,0.1210567,0.004763444,0.01031937,0.01934748,0.5300401,0.0002310267],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7391348,0.003230809,0.007907707,0.001579104,0.0004233306,0.0009759263,0.0004446717,0.0001593183,0.2461443],"genre_scores_gemma":[0.9785876,0.00130943,0.004673312,0.0006081188,0.0001058504,0.0004413739,0.0003109766,0.00006463597,0.01389873],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02634292,"threshold_uncertainty_score":0.08812588,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03651119652506512,"score_gpt":0.3387382935142135,"score_spread":0.3022270969891483,"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."}}