{"id":"W2735418005","doi":"","title":"It’s the little things that matter：A ready-to-assemble SMARTKIT to help people organize consumables at home by hacking furnishings through a do-it-yourself approach","year":2017,"lang":"en","type":"dissertation","venue":"OCAD University Open Research Repository (OCAD University)","topic":"Innovative Human-Technology Interaction","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario College of Art and Design","funders":"","keywords":"Hacker; Context (archaeology); Consumables; Democratization; Democracy; Internet privacy; Engineering; Computer science; Business; Computer security; Marketing; Political science; Politics","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":[0.001682755,0.0005214812,0.000242892,0.0004500332,0.002196612,0.004622301,0.0008627056,0.001362611,0.01556919],"category_scores_gemma":[0.00358019,0.0003197951,0.000504503,0.0003339699,0.005403119,0.006659919,0.003972117,0.002172505,0.006445516],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007828041,"about_ca_system_score_gemma":0.001392798,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007315257,"about_ca_topic_score_gemma":0.001668836,"domain_scores_codex":[0.9987355,0.000558216,0.00004543879,0.0001658945,0.0003424156,0.0001525212],"domain_scores_gemma":[0.9985014,0.0004354475,0.0001114359,0.0003779234,0.0002511656,0.000322648],"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":[0.0001824903,0.0007867424,0.008823495,0.001022451,0.00005064264,0.0005201538,0.09720776,0.0009135584,0.01719291,0.2585884,0.13172,0.4829914],"study_design_scores_gemma":[0.00004191898,0.0003792676,0.00393171,0.0003977649,0.00004022277,0.000618879,0.02140426,0.00110983,0.007008195,0.04587994,0.9191136,0.00007451488],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1751391,0.002687428,0.2331875,0.0348437,0.001820478,0.0006565733,0.0003025315,0.005568685,0.5457939],"genre_scores_gemma":[0.5220683,0.002610188,0.1170074,0.006910419,0.0002437813,0.0007147159,0.000354828,0.001085239,0.3490051],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01556919,"threshold_uncertainty_score":0.05208409,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06880857430670365,"score_gpt":0.3230901605288748,"score_spread":0.2542815862221712,"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."}}