{"id":"W7045491330","doi":"","title":"As easy as 1-2-3? Reflections on a programme redesign: Implementing the 1-2-3 delivery model","year":2025,"lang":"en","type":"article","venue":"Research at York St John (York St John University)","topic":"Higher Education Research Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Position (finance); Higher education; Process (computing); Transition (genetics); Foundation (evidence); Moment (physics); Point (geometry); Liberal arts education; Academic advising","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":[0.07961559,0.0006333747,0.000361213,0.0007293261,0.005453036,0.01040779,0.005004017,0.006786682,0.009534533],"category_scores_gemma":[0.05665626,0.0007846424,0.001372369,0.0006901589,0.004601137,0.01002699,0.008338065,0.01204276,0.001485391],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01167363,"about_ca_system_score_gemma":0.03399387,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01537512,"about_ca_topic_score_gemma":0.02077464,"domain_scores_codex":[0.9627097,0.02528169,0.001132464,0.00126993,0.004592871,0.005013342],"domain_scores_gemma":[0.9587795,0.01457185,0.002245242,0.002951312,0.005236819,0.01621535],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.001248105,0.01035363,0.01506984,0.001357134,0.00006963563,0.001763464,0.09239382,0.005723555,0.007889164,0.1710831,0.08313561,0.6099129],"study_design_scores_gemma":[0.0015804,0.01590644,0.05366311,0.003007051,0.00008059298,0.001894967,0.1067249,0.01214897,0.006515695,0.05173619,0.7461016,0.0006400874],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3494813,0.001576275,0.06971911,0.5159358,0.006560951,0.006307779,0.0002020828,0.001158495,0.04905821],"genre_scores_gemma":[0.8292481,0.001390787,0.09037654,0.05178029,0.001015573,0.004240707,0.0001604138,0.0004767569,0.02131073],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.07961559,"threshold_uncertainty_score":0.4210525,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1666042930447089,"score_gpt":0.4466917286280288,"score_spread":0.2800874355833199,"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."}}