{"id":"W1993137560","doi":"10.1016/j.jcis.2010.05.087","title":"Lensless microscopy technique for static and dynamic colloidal systems","year":2010,"lang":"en","type":"article","venue":"Journal of Colloid and Interface Science","topic":"Digital Holography and Microscopy","field":"Physics and Astronomy","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Dalhousie University; Universidad Nacional de Colombia","keywords":"Microscopy; Colloid; Nanotechnology; Materials science; Optics; Chemistry; Chemical engineering; Physics; Engineering","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005426039,0.0001073652,0.0002039307,0.0001508403,0.0001725316,0.0003205146,0.0002249502,0.0000287629,0.000004960226],"category_scores_gemma":[0.00001601023,0.0000835555,0.00004965608,0.000196898,0.0006179906,0.0005111325,0.00005090254,0.0001857113,4.555619e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001150366,"about_ca_system_score_gemma":0.0001440044,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009037934,"about_ca_topic_score_gemma":0.000001650554,"domain_scores_codex":[0.9992403,0.000008955694,0.0002661413,0.0001545518,0.0001196688,0.0002103358],"domain_scores_gemma":[0.9992783,0.00005729937,0.0002276951,0.00008817687,0.0002231414,0.0001253962],"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":[0.00004138616,0.00003905108,0.001256379,0.00002127987,0.00001029717,1.327024e-7,0.0001188414,0.000004519765,0.9958856,0.001844324,0.0001310981,0.0006471316],"study_design_scores_gemma":[0.0006745312,0.0006392486,0.0007187134,0.0001252255,0.00002304082,0.00008309082,0.001076869,0.0002834919,0.9887425,0.002105171,0.005354461,0.0001736879],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9617939,0.0001696232,0.03630275,0.00005892534,0.0006431128,0.0002894776,0.0000461546,0.000004001663,0.0006920609],"genre_scores_gemma":[0.9953894,0.000008623212,0.004247794,0.00001773967,0.00003909993,0.00001070066,3.204473e-7,0.000006571084,0.0002797251],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03359553,"threshold_uncertainty_score":0.3407294,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003865648284938718,"score_gpt":0.2896867811733146,"score_spread":0.2858211328883759,"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."}}