{"id":"W4235661833","doi":"10.21606/learnxdesign.2019.01071","title":"Forget to clean up when you're done.","year":2019,"lang":"en","type":"article","venue":"","topic":"Design Education and Practice","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Class (philosophy); Software deployment; Materiality (auditing); Embodied cognition; Space (punctuation); Argument (complex analysis); Computer science; Session (web analytics); Mathematics education; Pedagogy; Psychology; Sociology; Aesthetics; Artificial intelligence","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002954531,0.002073708,0.0009401423,0.001555277,0.008084364,0.007311051,0.00197223,0.003570645,0.06835153],"category_scores_gemma":[0.0136297,0.0008301123,0.001344072,0.000939489,0.005271756,0.01051676,0.006115563,0.00635983,0.07625852],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001425323,"about_ca_system_score_gemma":0.002862989,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008153008,"about_ca_topic_score_gemma":0.01221727,"domain_scores_codex":[0.9957426,0.0008295279,0.0002575552,0.0006976078,0.001814007,0.0006586438],"domain_scores_gemma":[0.9937921,0.0008187196,0.0006873346,0.001004034,0.002417848,0.001279963],"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":[0.0001541712,0.0003042825,0.006474796,0.0007406238,0.00008877011,0.001259902,0.03118164,0.0001790016,0.005558587,0.01296209,0.616668,0.3244282],"study_design_scores_gemma":[0.00001829533,0.0001715163,0.0040047,0.000631469,0.00004960682,0.001822963,0.02380416,0.0002209181,0.002084168,0.007256172,0.9597616,0.0001743797],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.07606294,0.0201279,0.1507422,0.1523176,0.0533497,0.0009072406,0.002231606,0.02072254,0.5235384],"genre_scores_gemma":[0.1620789,0.008110605,0.07664943,0.05962538,0.002431245,0.0004514978,0.001439816,0.006756382,0.6824567],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.06835153,"threshold_uncertainty_score":0.2286587,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0202555650607885,"score_gpt":0.2544002046096121,"score_spread":0.2341446395488236,"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."}}