{"id":"W2560673235","doi":"10.1017/s1431927615009745","title":"Multi-modal Microscopy of Almost Nothing - Aerogels","year":2015,"lang":"en","type":"article","venue":"Microscopy and Microanalysis","topic":"Aerogels and thermal insulation","field":"Chemistry","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria; TRIUMF","funders":"","keywords":"Nothing; Microscopy; Materials science; Modal; Composite material; Optics; Physics; Philosophy; Epistemology","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"],"consensus_categories":[],"category_scores_codex":[0.0002442949,0.0002687257,0.0004782612,0.0001019377,0.0001354316,0.00007303503,0.0002175792,0.0002021249,0.0002542737],"category_scores_gemma":[0.00004184347,0.00025738,0.0001818876,0.0002524303,0.0001891899,0.0001893734,0.0001265879,0.0001833389,0.00003173851],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006239405,"about_ca_system_score_gemma":0.00006350425,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006865358,"about_ca_topic_score_gemma":0.00004725666,"domain_scores_codex":[0.9985377,0.00002820882,0.0005084539,0.0004239843,0.0001736031,0.0003280738],"domain_scores_gemma":[0.9989392,0.00003840078,0.0002765977,0.0003843602,0.0001694489,0.0001920299],"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":[0.00007953739,0.0001280016,0.01375554,0.00007368372,0.0002038955,0.000005483937,0.001918519,0.00004637499,0.9825923,0.00001861355,0.0001007677,0.001077273],"study_design_scores_gemma":[0.001190056,0.00002240123,0.0004069331,0.00006327131,0.0002729647,0.00001793174,0.0008262469,0.001135883,0.9910384,0.00003531163,0.004707775,0.0002827577],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.99376,0.002793474,0.002361694,0.00007029335,0.00006245328,0.0000581409,0.00009852565,0.00004977933,0.0007455741],"genre_scores_gemma":[0.9845516,0.00008676934,0.01359824,0.000119653,0.0000637589,0.000006340807,0.00008980101,0.00003698623,0.001446856],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0133486,"threshold_uncertainty_score":0.9999878,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02677909732437917,"score_gpt":0.2926510336810184,"score_spread":0.2658719363566392,"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."}}