{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0002886805,0.001024441,0.00154838,0.00104411,0.0002099568,0.0000593701,0.0007078664,0.001771372,0.0001098572],"category_scores_gemma":[0.00003658323,0.0009591333,0.0002309828,0.0007743716,0.0008706223,0.0004821298,0.0002764935,0.0008137085,0.0001823283],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003436835,"about_ca_system_score_gemma":0.0001998476,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003498438,"about_ca_topic_score_gemma":0.001802135,"domain_scores_codex":[0.9961308,0.00008950691,0.0008316172,0.001193402,0.0009580241,0.0007967007],"domain_scores_gemma":[0.9969908,0.00003352175,0.001049857,0.001342063,0.0003748148,0.0002089207],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002023244,0.001420003,0.004527364,0.00368342,0.002434158,0.0008821755,0.02085904,0.000003554107,0.01010511,0.00589476,0.943243,0.006745047],"study_design_scores_gemma":[0.001028602,0.0004342162,0.00006032412,0.001708455,0.0004548704,0.0002511144,0.002419923,0.00001075357,0.003493237,0.0003643979,0.9886493,0.001124793],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02797443,0.178999,0.00001587289,0.0003255524,0.003140232,0.002773345,0.0008683447,0.002438393,0.7834648],"genre_scores_gemma":[0.1652374,0.01198743,0.003476318,0.00008562311,0.007500904,0.001637666,0.0004464242,0.007383564,0.8022447],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1670116,"threshold_uncertainty_score":0.9995245,"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."}}