{"id":"W4416619387","doi":"10.1108/dl-11-2017-0004","title":"Georgia Virtual Technical Connection","year":2017,"lang":"en","type":"article","venue":"Distance Learning","topic":"Educational Leadership and Innovation","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Accreditation; Agency (philosophy); Excellence; Vocational education; Variety (cybernetics); Higher education; Workforce development; Population; Workforce; Adult education","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.0005344521,0.00004173933,0.00005120037,0.00002354142,0.002130689,0.0001906275,0.0001779294,0.00006227635,0.0002529211],"category_scores_gemma":[0.001612204,0.00004567501,0.00002201126,0.00006855218,0.0002445515,0.0003810477,0.00001246213,0.0002020148,0.00008833424],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001194607,"about_ca_system_score_gemma":0.0001266398,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002806672,"about_ca_topic_score_gemma":0.0006084151,"domain_scores_codex":[0.9993851,0.00006072466,0.0000854329,0.0001242431,0.0001950167,0.0001494464],"domain_scores_gemma":[0.999565,0.00006353023,0.0001218097,0.000123209,0.00009192405,0.00003455042],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00000756359,0.00001547283,0.06838908,0.000002038254,0.000002384437,5.140403e-7,0.004308258,0.00001848782,0.0003817615,0.9182481,0.000622587,0.008003723],"study_design_scores_gemma":[0.0001448649,0.00003374007,0.2299403,0.00003403772,0.000004395054,5.149001e-7,0.0211353,0.00004929571,0.00009126547,0.004759954,0.743651,0.0001553074],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4332318,0.00005356061,0.008137187,0.02344997,0.00122674,0.0001489716,0.000001201992,0.0002238993,0.5335267],"genre_scores_gemma":[0.9867869,0.000009424514,0.0001202223,0.0001169199,0.0004517904,0.000008478956,0.000008402305,0.000005130175,0.01249273],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9134881,"threshold_uncertainty_score":0.9991684,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.041461048211079,"score_gpt":0.3589772433140433,"score_spread":0.3175161951029643,"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."}}