{"id":"W2327996757","doi":"10.1021/cen-v087n043.p008a","title":"HARNESSING THE SUN","year":2009,"lang":"en","type":"article","venue":"Chemical & Engineering News","topic":"Chemistry and Chemical Engineering","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Astrobiology; Business; Nanotechnology; Engineering; Physics; Materials science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00005143537,0.0001579389,0.0001148333,0.000006138803,0.00004103502,0.00003337075,0.0003025,0.0000785695,0.0003824897],"category_scores_gemma":[0.00008453403,0.0001203669,0.00007336952,0.0001904706,0.00004144222,0.00008603072,0.00007412366,0.0002652686,0.00009942805],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008969515,"about_ca_system_score_gemma":0.000002454349,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007850447,"about_ca_topic_score_gemma":9.847286e-8,"domain_scores_codex":[0.9991535,0.000002124172,0.0001504048,0.0002186457,0.0001661273,0.0003092153],"domain_scores_gemma":[0.9995458,0.00004660264,0.00001985712,0.0002626771,0.000002522754,0.0001225653],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000002132857,0.00001532873,0.00006621931,0.000004807069,0.000002422435,0.000003340909,0.00003360821,0.008074041,0.986,0.00006836446,0.001558545,0.004171204],"study_design_scores_gemma":[0.000141953,0.000005382415,0.0005442073,0.0000202984,0.000008699752,0.00002236217,0.000006619378,0.0128305,0.9579051,0.0001780475,0.02809625,0.0002406502],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9828309,0.00009966006,0.00350252,0.00130946,0.00009962236,0.00007589647,0.00000104652,0.000301491,0.01177934],"genre_scores_gemma":[0.9978314,0.00000388194,0.001472622,0.0002759723,0.0001646397,0.000005594998,0.000004299302,0.00001344055,0.0002281188],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02809495,"threshold_uncertainty_score":0.4908419,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004688225349536357,"score_gpt":0.1842506972173039,"score_spread":0.1795624718677675,"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."}}