{"id":"W7053399214","doi":"","title":"Walk briskly. Never run.","year":2023,"lang":"en","type":"article","venue":"The Journal of Macrodynamic Analysis (Memorial University of Newfoundland)","topic":"Magnetic confinement fusion research","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Identification (biology); Perspective (graphical); Set (abstract data type); Focus (optics); Class (philosophy)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007417882,0.001617522,0.001389216,0.001097512,0.006805063,0.004971462,0.001888138,0.004946793,0.4195772],"category_scores_gemma":[0.004939436,0.0006312088,0.0007217368,0.0004842479,0.001222894,0.003768409,0.005660182,0.006171015,0.5018946],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006908838,"about_ca_system_score_gemma":0.001464686,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008875725,"about_ca_topic_score_gemma":0.02462552,"domain_scores_codex":[0.9986254,0.0002048096,0.00004243069,0.0002120691,0.0004475323,0.0004678969],"domain_scores_gemma":[0.9959747,0.0001857704,0.0001036045,0.0002025226,0.001338178,0.002195084],"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":[0.00007746308,0.0000831979,0.0003249297,0.00009489309,0.000007673527,0.0001195156,0.000362334,0.00002929,0.0002164973,0.0008382979,0.9638433,0.03400261],"study_design_scores_gemma":[0.00001676595,0.00004170965,0.0007379673,0.0001664237,0.000006386324,0.0001032164,0.00148022,0.00004211145,0.0001183101,0.0008415406,0.9964185,0.00002677642],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.01026074,0.006899401,0.004770526,0.124264,0.06055343,0.0007194396,0.007296124,0.007431167,0.7778052],"genre_scores_gemma":[0.01010284,0.001000601,0.0008168183,0.01457741,0.001732579,0.000222552,0.0008894528,0.001008336,0.9696494],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.4195772,"threshold_uncertainty_score":0.8279027,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008597606268767008,"score_gpt":0.2293836177574495,"score_spread":0.2207860114886825,"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."}}