{"id":"W3129090690","doi":"10.1108/978-1-80043-526-120211016","title":"The Richly Augmented Future","year":2021,"lang":"en","type":"book-chapter","venue":"","topic":"Educational Leadership and Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ontario College of Art and Design","funders":"","keywords":"Computer science","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":[0.001228819,0.0005433073,0.0003415563,0.0007600699,0.003545706,0.007321049,0.0006958462,0.001821836,0.02720909],"category_scores_gemma":[0.001947019,0.0002374414,0.0002556949,0.0006896671,0.01012634,0.009586846,0.00469077,0.00474252,0.006924252],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002585497,"about_ca_system_score_gemma":0.002567909,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002930511,"about_ca_topic_score_gemma":0.008634822,"domain_scores_codex":[0.9990932,0.0004418399,0.00001451462,0.00008875869,0.0002513234,0.0001103664],"domain_scores_gemma":[0.999356,0.000260629,0.00002328255,0.0001516471,0.00009211538,0.0001163872],"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":[0.000005009424,0.000007178694,0.00002574273,0.00002274268,0.000001147225,0.00002006144,0.001156506,0.00006711535,0.0000461299,0.9200997,0.06047812,0.01807062],"study_design_scores_gemma":[0.000001695064,0.000004461451,0.00006304908,0.00007030305,0.000001009557,0.00005058435,0.0007358895,0.00009089878,0.00003446022,0.196863,0.8020805,0.000004301987],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001108186,0.009994559,0.003067826,0.01544861,0.002206255,0.000009599284,0.00003519714,0.00005356814,0.9680762],"genre_scores_gemma":[0.08631667,0.0137107,0.004333977,0.008233931,0.002592026,0.0000661385,0.0000898872,0.000157961,0.8844987],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02720909,"threshold_uncertainty_score":0.09102345,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05643458397504562,"score_gpt":0.3447639747408401,"score_spread":0.2883293907657944,"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."}}