{"id":"W4243747018","doi":"10.1007/978-3-319-05744-6_70","title":"Silicon-Carbon Bond Formation on Porous Silicon","year":2014,"lang":"en","type":"book-chapter","venue":"","topic":"Silicon Nanostructures and Photoluminescence","field":"Materials Science","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Porous silicon; Silicon; Materials science; Surface modification; Nanotechnology; Metastability; Chemical engineering; Carbon fibers; Covalent bond; Porosity; Hydride; Porous medium; Chemistry; Organic chemistry; Composite material; Optoelectronics; Metal; Metallurgy","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002486568,0.0005818411,0.0006122889,0.0001757527,0.0001189918,0.0001464336,0.0004966016,0.0005911528,0.003733716],"category_scores_gemma":[0.00004723547,0.0004831222,0.0001662555,0.00003066795,0.0001418901,0.0001096035,0.0001096115,0.0003205815,0.001197973],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001066934,"about_ca_system_score_gemma":0.0000611006,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001636606,"about_ca_topic_score_gemma":0.0001100456,"domain_scores_codex":[0.99763,0.0000248104,0.000629214,0.0007032899,0.0005872396,0.0004254359],"domain_scores_gemma":[0.9982004,0.0001406672,0.0004525197,0.0009147938,0.0001193221,0.0001722896],"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":[0.0002282302,0.00002936594,0.00002524376,0.0002904564,0.0000242492,0.00003825255,0.0002183529,0.00001684342,0.6884996,0.277221,0.02532013,0.008088268],"study_design_scores_gemma":[0.0008909906,0.0006966105,0.0001485357,0.0004223989,0.00009367839,0.0001406638,0.00001790143,0.0004294717,0.7943718,0.01293089,0.1882564,0.001600736],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1166142,0.0001708174,0.00001078047,0.0001575765,0.001492181,0.0006288897,0.00006221289,0.000269519,0.8805938],"genre_scores_gemma":[0.5576166,0.00007179195,0.00005675417,0.001900125,0.0007751888,0.0000243402,0.0001091181,0.0001195171,0.4393266],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.4412673,"threshold_uncertainty_score":0.9997621,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01345568623501375,"score_gpt":0.2187928558659062,"score_spread":0.2053371696308924,"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."}}