{"id":"W745764764","doi":"","title":"Defining Varied Learning Environments: An International DKG Perspective","year":2015,"lang":"en","type":"article","venue":"The Delta Kappa Gamma bulletin","topic":"Online and Blended Learning","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Context (archaeology); Theme (computing); Public relations; Sociology; Pedagogy; Political science; Psychology; Geography","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001884469,0.000164571,0.0001578934,0.00007589679,0.0007146446,0.0002182149,0.0006216494,0.0001225642,0.001690165],"category_scores_gemma":[0.000757988,0.0001419529,0.00007526002,0.0001682717,0.0002807878,0.0001910804,0.0001449211,0.000584649,0.001191369],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003191496,"about_ca_system_score_gemma":0.0002661069,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002737832,"about_ca_topic_score_gemma":0.0005221182,"domain_scores_codex":[0.9975638,0.000652975,0.0002281947,0.000389116,0.0007326875,0.0004331926],"domain_scores_gemma":[0.9990167,0.0002496188,0.0001646108,0.0002240326,0.0001211003,0.0002239561],"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":[0.0006204796,0.001078798,0.03619486,0.00000924809,0.0004760878,0.0001682494,0.20634,0.01260929,0.0003825178,0.5144264,0.04476647,0.1829276],"study_design_scores_gemma":[0.0004370739,0.00009146792,0.0004995239,0.00000951223,0.00001915225,0.000004181265,0.07538318,0.0005642495,0.000009543211,0.0009670918,0.92183,0.0001850185],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1811449,0.0007453203,0.006191204,0.06378319,0.001866304,0.0006980717,0.00002054093,0.0005663162,0.7449841],"genre_scores_gemma":[0.9776261,0.00006133889,0.003079118,0.0005903807,0.001047853,0.00002394381,0.00004055396,0.00003441033,0.01749623],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8770635,"threshold_uncertainty_score":0.9995863,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.022148175138608,"score_gpt":0.3036009515481976,"score_spread":0.2814527764095895,"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."}}