{"id":"W7135488300","doi":"","title":"PRME SIP 2.0: enhancing quality and maximising stakeholder value","year":2024,"lang":"en","type":"article","venue":"Research Portal (Queen's University Belfast)","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Upload; Context (archaeology); CLARITY; Quality (philosophy); Stakeholder; Value (mathematics); Documentation; Workflow; Community of practice","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":[],"consensus_categories":[],"category_scores_codex":[0.134151,0.0009510434,0.0008232053,0.003497329,0.004099476,0.02254494,0.003762328,0.005286449,0.02068265],"category_scores_gemma":[0.1665517,0.001146163,0.001161263,0.002986999,0.007782042,0.0245159,0.04358754,0.005701386,0.007421007],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006021321,"about_ca_system_score_gemma":0.02420665,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001854725,"about_ca_topic_score_gemma":0.002638717,"domain_scores_codex":[0.8701972,0.09540335,0.004833562,0.003405486,0.02103787,0.005122508],"domain_scores_gemma":[0.8186192,0.1013259,0.009313412,0.02911656,0.02420447,0.01742039],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005663427,0.0003202987,0.006337721,0.003678689,0.0001202305,0.001098763,0.1133676,0.002258377,0.01013005,0.2642729,0.1633573,0.4344917],"study_design_scores_gemma":[0.00007500481,0.0003256315,0.003877993,0.001869901,0.00003340545,0.0005341025,0.03614375,0.002598881,0.004919468,0.1064333,0.8429907,0.0001978227],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.07734094,0.002179322,0.2344655,0.1855143,0.003293692,0.003023787,0.002237943,0.006351897,0.4855926],"genre_scores_gemma":[0.6627299,0.002592836,0.2415175,0.01391086,0.001266737,0.002641835,0.002825284,0.002902243,0.06961287],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.134151,"threshold_uncertainty_score":0.7094665,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04241268791551316,"score_gpt":0.2968577027928685,"score_spread":0.2544450148773553,"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."}}