{"id":"W4415988748","doi":"10.1108/979-8-88730-446-520251006","title":"Living Large","year":2024,"lang":"en","type":"book-chapter","venue":"","topic":"Higher Education Practises and Engagement","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor","funders":"","keywords":"Scholarship; Multidisciplinary approach; Process (computing); Student engagement; Scholarship of Teaching and Learning; Authentic learning; Focus (optics); Experiential learning","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":[0.0008594233,0.0006006537,0.0004207481,0.0006222077,0.006905741,0.006515865,0.001275545,0.001607708,0.2924164],"category_scores_gemma":[0.001983658,0.0002009879,0.0004043624,0.0007308028,0.002582858,0.006532085,0.008455348,0.002863782,0.1079282],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002325497,"about_ca_system_score_gemma":0.00274971,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004769524,"about_ca_topic_score_gemma":0.009888717,"domain_scores_codex":[0.9989159,0.0002160526,0.00003167451,0.0002948882,0.0003088165,0.0002326648],"domain_scores_gemma":[0.9992312,0.00009193765,0.00003713236,0.0001214645,0.0001419163,0.0003763209],"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":[0.00002838363,0.00008800055,0.0006284586,0.0001182313,0.000007665855,0.0003450869,0.008851469,0.00008802255,0.0004407226,0.4041837,0.4541924,0.1310279],"study_design_scores_gemma":[0.000001330107,0.000007361611,0.0001352354,0.00003827104,7.084026e-7,0.00008635128,0.001338381,0.00001008895,0.00003141788,0.006166618,0.9921813,0.000002969442],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002421773,0.001090223,0.002252566,0.00539682,0.001126367,0.00007026557,0.0002310952,0.0002049912,0.987206],"genre_scores_gemma":[0.024787,0.00137803,0.00138827,0.003621013,0.0003470947,0.00009683414,0.0004152868,0.0002139555,0.9677526],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2924164,"threshold_uncertainty_score":0.9782302,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06025451415963312,"score_gpt":0.3600950881203676,"score_spread":0.2998405739607345,"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."}}