{"id":"W4252800370","doi":"10.1002/9780470979228.ack","title":"Summary and Outlook","year":2011,"lang":"en","type":"other","venue":"","topic":"Innovative Microfluidic and Catalytic Techniques Innovation","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","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":[0.002633436,0.001030589,0.0007615116,0.001653777,0.002182825,0.005087072,0.002142515,0.003510971,0.1945958],"category_scores_gemma":[0.005595685,0.0002988606,0.001054519,0.001453899,0.0008105595,0.00498851,0.003070142,0.003584831,0.1012824],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002566017,"about_ca_system_score_gemma":0.006481179,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003013847,"about_ca_topic_score_gemma":0.003938159,"domain_scores_codex":[0.9982425,0.0002779223,0.00009752873,0.0003205789,0.0007137951,0.0003477031],"domain_scores_gemma":[0.9968141,0.0003096855,0.0001479568,0.0002752661,0.001800382,0.0006526523],"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":[0.0001200061,0.00007655469,0.0007803763,0.001617983,0.00004097607,0.0003612528,0.0002896112,0.0004098696,0.001175869,0.04061831,0.6974589,0.2570503],"study_design_scores_gemma":[0.000004795554,0.00002482176,0.0002076337,0.0004076767,0.00001176983,0.000146007,0.0001019606,0.00003184704,0.0002855228,0.004137727,0.9946306,0.000009644586],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003563855,0.1986377,0.01487866,0.1403333,0.09368094,0.0003941319,0.009312586,0.002332553,0.5368664],"genre_scores_gemma":[0.03877112,0.239703,0.02144858,0.08057061,0.03226039,0.0006446808,0.01700855,0.001182246,0.5684108],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1945958,"threshold_uncertainty_score":0.6509879,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01156146598644358,"score_gpt":0.2095697092702188,"score_spread":0.1980082432837752,"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."}}