{"id":"W6922205662","doi":"10.11575/prism/40145","title":"A Comprehensive Guide to Working with Higher Education Curriculum Development, Review & Renewal Projects","year":2022,"lang":"en","type":"other","venue":"Open MIND","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Curriculum; Scholarship; Higher education; Curriculum development; Best practice; Curriculum theory","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04783346,0.001488288,0.001854995,0.0108777,0.004671783,0.008591409,0.004419375,0.005409812,0.0518299],"category_scores_gemma":[0.08732234,0.002794074,0.001258925,0.01143502,0.003763593,0.007420118,0.006367473,0.006659704,0.04633524],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006574266,"about_ca_system_score_gemma":0.04718259,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009476873,"about_ca_topic_score_gemma":0.0455347,"domain_scores_codex":[0.9590888,0.02238937,0.006553296,0.001329077,0.009743859,0.0008956077],"domain_scores_gemma":[0.8518502,0.07310718,0.007187704,0.01014387,0.04494661,0.01276448],"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":[0.00002339217,0.0001706246,0.0001573439,0.001436787,0.00001674265,0.0002833771,0.00280416,0.0003153686,0.000733545,0.0106348,0.7771105,0.2063134],"study_design_scores_gemma":[0.00001202834,0.00002041525,0.0001884796,0.0006500321,0.000002689353,0.0001681894,0.0005124066,0.000116593,0.00007443292,0.004918215,0.9933146,0.00002194255],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.002690384,0.03646317,0.3638136,0.1327763,0.009485649,0.05605506,0.01777948,0.0199867,0.3609497],"genre_scores_gemma":[0.004291612,0.01630835,0.7618312,0.01801995,0.00135292,0.03234916,0.004703793,0.001967333,0.1591758],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.0518299,"threshold_uncertainty_score":0.2529705,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1036548190661578,"score_gpt":0.3737939172109534,"score_spread":0.2701390981447956,"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."}}