{"id":"W2962905916","doi":"10.4310/atmp.2018.v22.n4.a1","title":"","year":2019,"lang":"en","type":"article","venue":"Edinburgh Research Explorer","topic":"Black Holes and Theoretical Physics","field":"Physics and Astronomy","cited_by":78,"is_retracted":false,"has_abstract":true,"ca_institutions":"Perimeter Institute","funders":"","keywords":"Vortex; Physics; Classical mechanics; Theoretical physics; Mathematical physics; Quantum electrodynamics; Mechanics","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002294457,0.0003511754,0.0004713946,0.0002441499,0.000414755,0.0003025094,0.0009746579,0.00008771463,0.009326845],"category_scores_gemma":[0.00004408882,0.000294476,0.0002983724,0.001153204,0.0005600962,0.0008313563,0.0007554311,0.001540053,0.0008216802],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007097315,"about_ca_system_score_gemma":0.0001389083,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001660379,"about_ca_topic_score_gemma":3.850227e-7,"domain_scores_codex":[0.9945667,0.0002989682,0.0004475933,0.0009345572,0.001805619,0.001946599],"domain_scores_gemma":[0.9965212,0.0008762912,0.00006761552,0.001231912,0.0006779115,0.0006250229],"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":[0.0001266177,0.0004090985,0.08188608,0.000009231583,0.00009073349,0.000004453419,0.001875261,0.00008104017,0.002898051,0.9017068,0.00559922,0.005313448],"study_design_scores_gemma":[0.001503176,0.0003351803,0.002148678,0.00005914734,0.000008591877,4.866465e-7,0.008871451,0.0005765923,0.01678219,0.9600576,0.009234309,0.0004226198],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9423507,0.00003105761,0.001708096,0.001527872,0.0004771535,0.0008791658,0.0000157509,0.00008256573,0.05292758],"genre_scores_gemma":[0.9956031,0.000004911228,0.0001570649,0.00009688765,0.002381937,0.0002634257,0.00004287829,0.00006597446,0.001383748],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0797374,"threshold_uncertainty_score":0.9999563,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05081847079157133,"score_gpt":0.3456527846192999,"score_spread":0.2948343138277286,"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."}}