{"id":"W3165875355","doi":"10.1093/pcp/pcab067","title":"Microfluidics-Based Bioassays and Imaging of Plant Cells","year":2021,"lang":"en","type":"review","venue":"Plant and Cell Physiology","topic":"Plant Reproductive Biology","field":"Biochemistry, Genetics and Molecular Biology","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Core Research for Evolutional Science and Technology; Natural Sciences and Engineering Research Council of Canada; Japan Society for the Promotion of Science; Canada Research Chairs; Deutsche Forschungsgemeinschaft; Alexander von Humboldt-Stiftung","keywords":"Microfabrication; Microfluidics; Context (archaeology); Bioassay; Nanotechnology; Plant cell; Biochemical engineering; Plant growth; Biology; Biological system; Materials science; Botany; Engineering; Ecology; Biochemistry","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0008795722,0.001542426,0.001734828,0.003212596,0.0003049053,0.001326101,0.00171026,0.001655959,0.003022508],"category_scores_gemma":[0.0007663749,0.0006589009,0.00075059,0.002417448,0.0007284012,0.002115434,0.001097366,0.002017888,0.003469477],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001022861,"about_ca_system_score_gemma":0.0009993331,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001153091,"about_ca_topic_score_gemma":0.001628633,"domain_scores_codex":[0.9996223,0.00004959146,0.00003115513,0.0000737784,0.0001828309,0.00004035381],"domain_scores_gemma":[0.9997026,0.0001282381,0.0000369581,0.00001326622,0.00008456616,0.00003427954],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000052606,0.00007115603,0.0001242004,0.01742485,0.00008841579,0.0002101615,0.00005884366,0.0008183314,0.01006249,0.009731016,0.03889801,0.9224598],"study_design_scores_gemma":[0.00001000582,0.00006227116,0.000317137,0.001284083,0.00005153169,0.0005324256,0.00002183225,0.0001747179,0.002242768,0.001596047,0.9936805,0.00002669974],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00009332223,0.9968134,0.0006802244,0.0002064289,0.0003505322,0.00001024959,0.00002665366,0.00002254353,0.001796744],"genre_scores_gemma":[0.0005797034,0.9968672,0.0005940704,0.0002453323,0.0002335848,0.00001987883,0.00005278954,0.000004083578,0.001403344],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003212596,"threshold_uncertainty_score":0.01011133,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01378994012172388,"score_gpt":0.2391294677079381,"score_spread":0.2253395275862142,"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."}}