{"id":"W164663678","doi":"","title":"Citation analysis to reconstruct the dynamics of Antarctic ozone hole research and formulation of the Montreal Protocol","year":2013,"lang":"en","type":"article","venue":"KTH Publication Database DiVA (KTH Royal Institute of Technology)","topic":"Atmospheric Ozone and Climate","field":"Earth and Planetary Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Montreal Protocol; Ozone layer; Ozone; Atmosphere (unit); Ozone depletion; Environmental science; Atmospheric sciences; Layer (electronics); Astrobiology; Safeguarding; Meteorology; Chemistry; Geology; Physics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":["bibliometrics"],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":["bibliometrics"],"domain":null,"study_design":"observational","genre":"other","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005911036,0.00009651046,0.0001989863,0.0002586059,0.0001954603,0.00003536428,0.0005224689,0.00009462873,0.000288343],"category_scores_gemma":[0.0004484536,0.00005978811,0.0000458278,0.003011407,0.0005548504,0.0004992078,0.0001242041,0.0001785695,0.000009532394],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001283968,"about_ca_system_score_gemma":0.00008031866,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01060151,"about_ca_topic_score_gemma":0.00827546,"domain_scores_codex":[0.9987142,0.00005412861,0.0004495678,0.0002405047,0.000344739,0.0001968593],"domain_scores_gemma":[0.9982073,0.00007515475,0.0003522276,0.0006991419,0.0006162943,0.00004991572],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005893772,0.00009583945,0.8597383,0.0001102314,0.0001689921,2.485465e-7,0.0001299463,0.002917393,0.0002143545,0.009853975,0.0009256468,0.1257861],"study_design_scores_gemma":[0.0003267588,0.0002018204,0.8438777,0.00004202873,0.00009559221,0.000002194313,0.0006726687,0.1499828,0.001088089,0.002084587,0.001508352,0.0001174417],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9798964,0.00001969174,0.001762076,0.005423352,0.00004661449,0.01017767,0.0004167828,0.00003209103,0.00222532],"genre_scores_gemma":[0.9922224,0.000008514524,0.006264279,0.00003042099,0.000009155061,0.0009152027,0.0004200244,0.000002730694,0.000127278],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1470654,"threshold_uncertainty_score":0.995987,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02986049378089426,"score_gpt":0.2876424118904356,"score_spread":0.2577819181095413,"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."}}