{"id":"W2146899755","doi":"10.1098/rsta.2005.1681","title":"High surface area silicon materials: fundamentals and new technology","year":2005,"lang":"en","type":"review","venue":"Philosophical Transactions of the Royal Society A Mathematical Physical and Engineering Sciences","topic":"Silicon Nanostructures and Photoluminescence","field":"Materials Science","cited_by":54,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Institute for Nanotechnology; University of Alberta","funders":"","keywords":"Silicon; Nanotechnology; Porous silicon; Nanocrystalline silicon; Microelectronics; Materials science; Hybrid silicon laser; Electronics; Wafer; Crystalline silicon; Engineering physics; Optoelectronics; Electrical engineering; Engineering; Amorphous silicon","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":[0.0002343455,0.0004006637,0.001211918,0.00003528942,0.0002655942,0.0001094542,0.0005764312,0.0002737611,0.0001441855],"category_scores_gemma":[0.0000549716,0.0002365643,0.0003631159,0.0004426288,0.001176195,0.0001027223,0.0001090562,0.0003621194,0.000007955905],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003070544,"about_ca_system_score_gemma":0.00006749924,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002880021,"about_ca_topic_score_gemma":2.909306e-7,"domain_scores_codex":[0.9982558,0.00003862938,0.0004878443,0.0005049699,0.0003605508,0.0003522215],"domain_scores_gemma":[0.9989796,0.0003814738,0.0001672522,0.0002874779,0.00002069097,0.0001635201],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00007070825,0.002608124,0.000007319299,0.08416677,0.001228838,0.000008345385,0.003297525,0.02041157,0.134689,0.2718422,0.0004244812,0.4812451],"study_design_scores_gemma":[0.003171435,0.002267451,0.00006198991,0.05436332,0.008149981,0.0007453029,0.0004647778,0.06517286,0.1007564,0.6875726,0.06897742,0.008296506],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.1990768,0.7922956,0.002337986,0.003621015,0.0006979695,0.001320321,0.0003215438,0.0002868456,0.00004193208],"genre_scores_gemma":[0.547069,0.44177,0.01008451,0.00007029482,0.0007003237,0.00007274922,0.000003692624,0.00008142692,0.0001479936],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.4729486,"threshold_uncertainty_score":0.964681,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03715187122279629,"score_gpt":0.2758333295446104,"score_spread":0.2386814583218141,"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."}}