{"id":"W6996954558","doi":"","title":"Transforming Curriculum Delivery through Technology: Stories of challenge, benefit and change","year":2015,"lang":"en","type":"other","venue":"Jisc Repository (Jisc)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Joint Information Systems Committee; McGill University","keywords":"Nucleofection; Gestational period; TSG101; Diafiltration; Dysgeusia; Emperipolesis; Liquation; Triacetin; Demotion","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.01869706,0.0004129971,0.0002914684,0.001476339,0.01174318,0.02065111,0.001733483,0.003695031,0.007073511],"category_scores_gemma":[0.03741022,0.0003613735,0.000510345,0.002345077,0.01442008,0.01516158,0.0148727,0.007175828,0.001406839],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009520007,"about_ca_system_score_gemma":0.008725911,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007802167,"about_ca_topic_score_gemma":0.01220859,"domain_scores_codex":[0.9820905,0.01128392,0.0002526942,0.0005277962,0.003642193,0.002202932],"domain_scores_gemma":[0.9795449,0.01367517,0.0009610939,0.001142959,0.001839764,0.002836152],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001262368,0.0002539336,0.00264455,0.0002247558,0.00001869044,0.0009390764,0.5952387,0.0003895743,0.0007731305,0.1991446,0.08395765,0.1162891],"study_design_scores_gemma":[0.00003783407,0.000142234,0.002694751,0.0003846336,0.00001318286,0.0003083261,0.3239548,0.000520123,0.001069441,0.0347331,0.6360936,0.0000480537],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2591863,0.004530437,0.009547734,0.2704749,0.001729184,0.0001472611,0.0001889836,0.0003124187,0.4538828],"genre_scores_gemma":[0.9479809,0.002716126,0.002774644,0.007314223,0.0002182543,0.0001372416,0.0001084333,0.0003147484,0.03843557],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02065111,"threshold_uncertainty_score":0.09888065,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02953014503698909,"score_gpt":0.2644992637371338,"score_spread":0.2349691187001447,"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."}}