{"id":"W4414685852","doi":"10.47408/jldhe.vi37.1722","title":"Starting from scratch: creating a new learning development provision","year":2025,"lang":"en","type":"article","venue":"Journal of Learning Development in Higher Education","topic":"Higher Education Learning Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Manchester Metropolitan University; Southampton Solent University","keywords":"Work (physics); Apprenticeship; Institution; Learning development; Resource (disambiguation); Professional development; Academic institution; Focus group","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":[0.009088344,0.0004347919,0.0002926669,0.001419642,0.006130888,0.009876483,0.002700071,0.002046606,0.01321474],"category_scores_gemma":[0.01376247,0.0006597901,0.0006592118,0.0008110915,0.004508414,0.01230116,0.0242156,0.003234631,0.004420157],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002796001,"about_ca_system_score_gemma":0.008316208,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007736676,"about_ca_topic_score_gemma":0.002279071,"domain_scores_codex":[0.9909108,0.005064302,0.0003768291,0.0009542413,0.001546793,0.001147067],"domain_scores_gemma":[0.9871474,0.003183274,0.0005179261,0.001417801,0.001103254,0.006630418],"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":[0.0001663141,0.002037654,0.01202527,0.0009061661,0.00002842383,0.004626355,0.1932487,0.001422589,0.007784229,0.06540132,0.07583951,0.6365135],"study_design_scores_gemma":[0.00006548609,0.0007067359,0.00380812,0.0005257701,0.00002196909,0.002165941,0.06722895,0.002397697,0.003149713,0.01619268,0.9036005,0.0001365326],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.3976929,0.0008698551,0.3088574,0.02954199,0.001874295,0.005328864,0.0006661001,0.005713456,0.2494551],"genre_scores_gemma":[0.479014,0.0006054388,0.4514813,0.003101409,0.0001812957,0.002111735,0.0005690625,0.001008201,0.06192761],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01321474,"threshold_uncertainty_score":0.04806429,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04513565928717708,"score_gpt":0.3781279293031949,"score_spread":0.3329922700160178,"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."}}