{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00008720342,0.000192693,0.0002355311,0.0002262751,0.00009077127,0.0001155997,0.0001802314,0.00005386042,0.001476765],"category_scores_gemma":[0.000004868229,0.0001765128,0.0002385937,0.0007568504,0.00009473175,0.0002116084,0.00005984863,0.0001236325,0.0005463546],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001130908,"about_ca_system_score_gemma":0.00002087942,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005107017,"about_ca_topic_score_gemma":0.000001883956,"domain_scores_codex":[0.9989141,0.0000210976,0.0002360738,0.0002965276,0.0001323639,0.0003997976],"domain_scores_gemma":[0.9994352,0.00007593566,0.00007752386,0.0002920841,0.00003827844,0.00008092757],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001520494,0.001580106,0.647542,0.00004323328,0.0003032545,0.00003646395,0.0001329215,0.000004993355,0.04925889,0.01668699,0.2698973,0.01436186],"study_design_scores_gemma":[0.002079135,0.0001536945,0.05126813,0.00005129502,0.00007554174,0.000004690773,0.0001301268,0.000005531293,0.08995625,0.01010483,0.8454684,0.000702351],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.766,0.0001238575,0.001123468,0.00004156417,0.0003179003,0.0001403816,0.0001161865,0.00008866047,0.232048],"genre_scores_gemma":[0.9874569,7.988125e-7,0.001087066,0.0001350992,0.0004921653,0.00003825107,0.000142334,0.00002368412,0.01062374],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5962738,"threshold_uncertainty_score":0.999436,"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."}}