{"id":"W2896610403","doi":"10.1007/978-3-030-02686-8_9","title":"Electronic Kintsugi","year":2018,"lang":"en","type":"book-chapter","venue":"Advances in intelligent systems and computing","topic":"ICT in Developing Communities","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"Simon Fraser University","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006270516,0.0004228351,0.000550063,0.0003451513,0.0002019346,0.0002667171,0.001377628,0.0002104288,0.00002131499],"category_scores_gemma":[0.00002626987,0.0004224111,0.00007314319,0.00009415195,0.0001611418,0.0003466219,0.0009948884,0.0006379238,0.0001149057],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002550401,"about_ca_system_score_gemma":0.0001090632,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003918482,"about_ca_topic_score_gemma":0.000050197,"domain_scores_codex":[0.9977461,0.00006649467,0.0007388022,0.0005607249,0.0003322158,0.0005556853],"domain_scores_gemma":[0.9982355,0.0003541533,0.0004020418,0.0008025807,0.000143963,0.0000617761],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000002367197,0.000006582904,0.00004385394,0.0001894186,0.00002790028,0.00001378144,0.001350019,0.000370224,4.864541e-7,0.9528374,0.0001744722,0.04498348],"study_design_scores_gemma":[0.0001016314,0.0001485784,0.000008614245,0.003138305,0.000007371474,0.0001348018,0.0001750114,0.02902124,0.00003331999,0.1243294,0.8421775,0.0007242172],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0002648118,0.07478904,0.5156881,0.00006223667,0.003895285,0.0005099202,0.000002274323,0.0003045905,0.4044838],"genre_scores_gemma":[0.5499641,0.05396023,0.02484027,0.0007580767,0.003123517,0.00006057659,0.00003736013,0.0003354476,0.3669204],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.842003,"threshold_uncertainty_score":0.9998228,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01901411768322232,"score_gpt":0.2641587099980435,"score_spread":0.2451445923148212,"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."}}