{"id":"W1902838665","doi":"10.1038/nnano.2015.93","title":"Inspired by competition","year":2015,"lang":"en","type":"article","venue":"Nature Nanotechnology","topic":"Experimental and Theoretical Physics Studies","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"St. Michael's Hospital","funders":"Engineering and Physical Sciences Research Council","keywords":"Competition (biology); Nanotechnology; Computer science; Materials science; Biology; Ecology","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":[0.001689341,0.0005308447,0.0008073355,0.0006339372,0.002728999,0.004743176,0.001550505,0.002519816,0.03647858],"category_scores_gemma":[0.009734651,0.0002285777,0.0007068262,0.0006675921,0.004413737,0.004586926,0.003243497,0.003558221,0.00459982],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001912155,"about_ca_system_score_gemma":0.002526263,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002151972,"about_ca_topic_score_gemma":0.002155709,"domain_scores_codex":[0.9982727,0.0006853411,0.00004241553,0.0003733818,0.0003294229,0.0002968111],"domain_scores_gemma":[0.9966533,0.001332692,0.000184388,0.0005965456,0.0004459075,0.0007872964],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00002208625,0.00001671121,0.0001553792,0.00002101744,0.00001318496,0.00004539275,0.0001298009,0.001096867,0.0001829914,0.9815463,0.01134949,0.005420763],"study_design_scores_gemma":[0.00002593016,0.00001944065,0.0001186939,0.00001414802,0.000005126389,0.00005519177,0.0001085538,0.004822081,0.0001075654,0.949169,0.04554426,0.000009846511],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.03255044,0.001073845,0.09852858,0.02483779,0.002688746,0.0001906591,0.0003603164,0.000419251,0.8393504],"genre_scores_gemma":[0.7201321,0.0006616882,0.01802975,0.006776837,0.0009772703,0.000357375,0.0003357131,0.0003025653,0.2524267],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03647858,"threshold_uncertainty_score":0.122033,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0049390078194314,"score_gpt":0.2422865860160782,"score_spread":0.2373475781966468,"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."}}