{"id":"W1989587239","doi":"10.1002/cyto.a.20199","title":"A miniaturized wide‐angle 2D cytometer","year":2006,"lang":"en","type":"article","venue":"Cytometry Part A","topic":"Digital Holography and Microscopy","field":"Physics and Astronomy","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Waveguide; Scattering; Microfluidics; Light scattering; Optics; Microchannel; Materials science; Lens (geology); Lab-on-a-chip; Coupling (piping); Prism; Optoelectronics; Physics; Nanotechnology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001165001,0.0006635921,0.0009072272,0.00128898,0.0006367405,0.001332209,0.002313959,0.001194012,0.007427901],"category_scores_gemma":[0.001315182,0.0006979157,0.0004965452,0.0006133839,0.0005871357,0.0008901588,0.001445343,0.001527242,0.003644941],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008923039,"about_ca_system_score_gemma":0.001063726,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004132702,"about_ca_topic_score_gemma":0.0006410008,"domain_scores_codex":[0.9986325,0.0001403155,0.00007976625,0.0003244597,0.0007578723,0.00006506335],"domain_scores_gemma":[0.9985632,0.0005296359,0.0001202142,0.0002622354,0.0003661087,0.0001584804],"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":[0.0002550811,0.0001733682,0.002767354,0.0002400247,0.00003777306,0.0001269021,0.0001043733,0.006351746,0.9121589,0.003645605,0.00759234,0.06654657],"study_design_scores_gemma":[0.0002514368,0.0004644452,0.0070424,0.00007986087,0.00009332932,0.001304423,0.00006067602,0.1605633,0.7223022,0.00284992,0.1047228,0.0002653252],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.07589467,0.0007691421,0.9033626,0.0009175005,0.0007139173,0.0006656833,0.003522818,0.008469796,0.005683893],"genre_scores_gemma":[0.09962063,0.0005052489,0.889709,0.0006915919,0.0003095475,0.001968854,0.002134682,0.0002337291,0.004826694],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007427901,"threshold_uncertainty_score":0.02484882,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007407622409628559,"score_gpt":0.2344660262512367,"score_spread":0.2270584038416082,"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."}}