{"id":"W2609208504","doi":"10.13140/rg.2.2.21409.20323","title":"Spaced Learning: The Design, Feasibility and Optimisation of SMART Spaces","year":2017,"lang":"en","type":"article","venue":"Research Portal (Queen's University Belfast)","topic":"Context-Aware Activity Recognition Systems","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Education and Early Childhood Development","funders":"Queen's University Belfast; Education Endowment Foundation; Queen's University; Wellcome Trust","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":true,"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":[0.005016609,0.0006781336,0.000460967,0.0007542094,0.0005144452,0.002272065,0.002679856,0.0009669642,0.005291178],"category_scores_gemma":[0.01189282,0.0004702007,0.0004365114,0.0003801023,0.001441276,0.002778231,0.002747834,0.00082072,0.0008305269],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001278327,"about_ca_system_score_gemma":0.001914351,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00137873,"about_ca_topic_score_gemma":0.001673186,"domain_scores_codex":[0.9955943,0.001939314,0.0002722783,0.0005495218,0.001240117,0.0004044615],"domain_scores_gemma":[0.9943699,0.002743223,0.0004185227,0.0007058231,0.0009859059,0.0007766188],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.004926025,0.009523546,0.02342389,0.003998556,0.0001449078,0.0007616683,0.007114762,0.1123039,0.06922048,0.03001723,0.004258227,0.7343068],"study_design_scores_gemma":[0.005792107,0.0818634,0.05617127,0.001227912,0.0007042094,0.001465368,0.01372985,0.3814265,0.2627998,0.03398137,0.1601216,0.0007167013],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7299528,0.0003261034,0.2463353,0.0003703777,0.0001375269,0.006351859,0.0004616055,0.001786825,0.01427763],"genre_scores_gemma":[0.7396514,0.000205265,0.25229,0.00007946887,0.00001773234,0.002964706,0.00027533,0.000142136,0.004373903],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005291178,"threshold_uncertainty_score":0.02653068,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08928529249161991,"score_gpt":0.3178313621843282,"score_spread":0.2285460696927082,"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."}}