{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003000302,0.0004646775,0.0003173696,0.002029745,0.005094141,0.005697017,0.000799573,0.00315862,0.1519773],"category_scores_gemma":[0.005090109,0.0003429387,0.0004267441,0.001186295,0.001208964,0.003272075,0.004412544,0.00371968,0.03454284],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002646096,"about_ca_system_score_gemma":0.01749422,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02564364,"about_ca_topic_score_gemma":0.09326129,"domain_scores_codex":[0.9973632,0.0002508894,0.000060971,0.0003597559,0.001074702,0.000890485],"domain_scores_gemma":[0.9873897,0.001270337,0.0004064536,0.0006802161,0.003969391,0.006283964],"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":[0.00002509917,0.0002071676,0.001967453,0.00005323848,0.000002597378,0.0002762291,0.0004386649,0.00007532205,0.0008454971,0.01789878,0.881246,0.0969639],"study_design_scores_gemma":[0.000008317765,0.00002199542,0.003237749,0.00003674165,0.0000014422,0.0001023426,0.0002458143,0.00004510917,0.00009342345,0.0005509987,0.9956492,0.000006963525],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01089192,0.001598445,0.002003907,0.0738188,0.006079108,0.0001462786,0.0006343269,0.0009798256,0.9038475],"genre_scores_gemma":[0.07880045,0.002033962,0.003714043,0.02530013,0.003507369,0.0001951833,0.001435353,0.0004796262,0.8845338],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1519773,"threshold_uncertainty_score":0.5084146,"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."}}