{"id":"W2138731988","doi":"","title":"Innovation in Higher Education: How public universities demonstrate innovative course delivery options","year":2012,"lang":"en","type":"article","venue":"˜The œinnovation journal","topic":"Online and Blended Learning","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Popularity; Curriculum; Higher education; Competition (biology); Distance education; Public relations; Medical education; Sociology; Psychology; Mathematics education; Political science; Pedagogy; Medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002832137,0.0001225696,0.0001193018,0.000895221,0.001196047,0.0003654451,0.0002576568,0.0001213318,0.0007022467],"category_scores_gemma":[0.00008538845,0.0001067022,0.00002632652,0.008883081,0.0002436752,0.002495655,0.00003215014,0.0007035183,0.00002739916],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004334201,"about_ca_system_score_gemma":0.003938861,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003774341,"about_ca_topic_score_gemma":0.0000951317,"domain_scores_codex":[0.9981895,0.0003897243,0.0004267753,0.0001150883,0.0004530321,0.0004258806],"domain_scores_gemma":[0.9967694,0.00009350223,0.0005340771,0.0001156035,0.002426123,0.00006128949],"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":[0.000009836554,0.0002105811,0.04192547,0.000003428151,0.00003477442,0.000001688021,0.003276064,0.00001828654,0.0002477135,0.877753,0.008647607,0.06787156],"study_design_scores_gemma":[0.0004085898,0.00003042279,0.09815937,0.00004163654,0.00001699802,0.00002417853,0.09714518,0.00002258877,0.00002460037,0.004310549,0.7995819,0.0002339445],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8768734,0.000263257,0.000933513,0.08847388,0.001944707,0.0001819525,0.000004091258,0.0000540937,0.03127114],"genre_scores_gemma":[0.9820335,0.00004436843,0.001343939,0.0009502536,0.002033752,0.000007553397,0.00003458109,0.00001134333,0.01354071],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8734424,"threshold_uncertainty_score":0.9199145,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06444070842698331,"score_gpt":0.3340683934141999,"score_spread":0.2696276849872166,"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."}}