{"id":"W3204279685","doi":"","title":"A Network of Emerging Scholars in Education","year":2020,"lang":"en","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Educational Assessment and Improvement","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Data science; Computer science; Mathematics education; Psychology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["bibliometrics"],"consensus_categories":[],"category_scores_codex":[0.01484351,0.0004015178,0.0005430314,0.01779588,0.007381014,0.009930149,0.001959498,0.003410214,0.05833817],"category_scores_gemma":[0.03133535,0.0003562185,0.000297894,0.01525656,0.001252942,0.008846837,0.008304913,0.001651586,0.009409082],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002498226,"about_ca_system_score_gemma":0.01618434,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002292004,"about_ca_topic_score_gemma":0.005270768,"domain_scores_codex":[0.9909782,0.002937217,0.0008677029,0.001153089,0.003017978,0.001045822],"domain_scores_gemma":[0.9299155,0.01839408,0.005973908,0.003247094,0.01776866,0.02470069],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0006154884,0.0009772721,0.09725382,0.001585634,0.0001018349,0.002406216,0.01752814,0.0006797914,0.004171571,0.1134619,0.2937452,0.4674731],"study_design_scores_gemma":[0.00007739783,0.0001349755,0.02769769,0.0007670528,0.00004418529,0.0007941252,0.01133401,0.001286139,0.0004787724,0.01538602,0.9419538,0.00004584336],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2375043,0.02265246,0.0333792,0.1660044,0.004006638,0.003729397,0.01312472,0.001777852,0.517821],"genre_scores_gemma":[0.5920148,0.01522831,0.04788631,0.01441503,0.002650748,0.002977426,0.01045521,0.0003783995,0.3139938],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9822041,"threshold_uncertainty_score":0.1951606,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5127406573922804,"score_gpt":0.6511989267297075,"score_spread":0.1384582693374271,"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."}}