{"id":"W4393954529","doi":"10.1007/978-3-658-42948-5_9","title":"Beyond Future Skills in Higher Education: A New Theory of Change","year":2024,"lang":"en","type":"book-chapter","venue":"Zukunft der Hochschulbildung","topic":"Research, Science, and Academia","field":"Decision Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Psychology; Mathematics education","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":[0.003368237,0.0006352375,0.000424003,0.001584053,0.002174589,0.00860944,0.001573,0.002360233,0.005663981],"category_scores_gemma":[0.002633298,0.0002395836,0.0006498221,0.001938365,0.0237471,0.008983094,0.002420405,0.004242749,0.0007584543],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00612297,"about_ca_system_score_gemma":0.00512307,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004027566,"about_ca_topic_score_gemma":0.00381041,"domain_scores_codex":[0.9976237,0.001489758,0.00005045826,0.0002467661,0.0003791186,0.000210158],"domain_scores_gemma":[0.9963011,0.002776516,0.0001840324,0.0001772117,0.0002890782,0.0002719827],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000003004112,0.00001983754,0.0001853295,0.0000613091,0.000002731381,0.00003793751,0.002398417,0.0004619569,0.00002438598,0.9860638,0.003031177,0.007710156],"study_design_scores_gemma":[0.000009338512,0.00001945025,0.0002652738,0.0002180906,0.000003804818,0.00006269978,0.002737601,0.001293598,0.00006227638,0.9025,0.09281822,0.000009737576],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01709307,0.02014884,0.06620818,0.08096969,0.001509578,0.0001423932,0.0001062127,0.0001004024,0.8137217],"genre_scores_gemma":[0.8698223,0.02187004,0.03025132,0.009075159,0.001178544,0.0004220126,0.0001395663,0.00007277887,0.06716826],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.00860944,"threshold_uncertainty_score":0.04442549,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1706298461611581,"score_gpt":0.4035618501446017,"score_spread":0.2329320039834436,"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."}}