{"id":"W4245120515","doi":"10.1002/csan.20513","title":"Certification Program Expands Opportunities Outside of North America","year":2021,"lang":"en","type":"article","venue":"CSA News","topic":"Occupational and Professional Licensing Regulation","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"United States Agency for International Development","keywords":"Certification; Citation; Computer science; Library science; World Wide Web; Political science; Law","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000059871,0.00006473089,0.0001664419,0.00006980082,0.00005571772,0.0000191491,0.00005810242,0.00003468315,0.0002316032],"category_scores_gemma":[0.0000574666,0.00007042044,0.00006093328,0.0001714647,0.00004113221,0.0001187645,0.00002332218,0.00004631554,0.00009604682],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002066123,"about_ca_system_score_gemma":0.00004311768,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006863793,"about_ca_topic_score_gemma":0.00003976006,"domain_scores_codex":[0.9993145,0.00001347684,0.000370592,0.0001698984,0.00003746856,0.00009401471],"domain_scores_gemma":[0.9993909,0.00003614479,0.0002606341,0.000179451,0.00009361516,0.00003928222],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003770416,0.0003199246,0.5016322,0.0000714737,0.00004476231,0.000004057979,0.0006975334,0.000182807,0.0001232879,0.05934475,0.005563159,0.4319783],"study_design_scores_gemma":[0.0001375507,0.00003411697,0.7273054,0.00001535852,0.000003893885,0.000001356788,0.0001461916,0.0007507758,0.0003857909,0.007107494,0.2639982,0.0001139316],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9660079,0.0007709581,0.000948832,0.002944847,0.0004235556,0.0001592601,0.0001574902,0.00005106106,0.02853607],"genre_scores_gemma":[0.9921585,0.0001289799,0.002622881,0.000256384,0.00009330907,0.00001867234,0.0005370093,0.000008990125,0.004175253],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4318644,"threshold_uncertainty_score":0.2871662,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1404081877988176,"score_gpt":0.2833123638500329,"score_spread":0.1429041760512153,"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."}}