{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00003482664,0.00009978095,0.0001317139,0.0000285547,0.00005529989,0.000007691241,0.0001320902,0.0001722676,0.00006095156],"category_scores_gemma":[0.000007474061,0.00008440731,0.00003693791,0.0001343898,0.0001833673,0.00004107707,0.00009286319,0.0003817576,0.0001069332],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002052829,"about_ca_system_score_gemma":0.00001134091,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001935935,"about_ca_topic_score_gemma":4.274201e-7,"domain_scores_codex":[0.9994866,0.00001350573,0.00008503068,0.0001590578,0.00009104071,0.0001647715],"domain_scores_gemma":[0.9997258,0.00001537485,0.00003277242,0.0001359999,0.0000456144,0.00004445077],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000009115436,0.00008547267,0.000451502,8.279448e-7,0.00002134999,4.932846e-7,0.00003565355,3.989102e-7,0.01100126,0.9803057,0.006233752,0.001854505],"study_design_scores_gemma":[0.0004245407,0.00006694098,0.000004285849,0.00000384099,0.000005653621,4.782539e-7,0.0002369458,0.00001163941,0.1422423,0.8249571,0.03194408,0.0001022446],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3168801,0.002446869,0.006124976,0.006045945,0.0008477326,0.0002902539,0.0001050897,0.0004533796,0.6668057],"genre_scores_gemma":[0.9992182,0.000001455867,0.0001964188,0.0001942345,0.0001018558,0.00001814708,0.00005141719,0.00000887867,0.0002094061],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6823381,"threshold_uncertainty_score":0.344203,"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."}}