{"id":"W2897737605","doi":"10.1016/j.bios.2018.10.024","title":"Recent development of portable imaging platforms for cell-based assays","year":2018,"lang":"en","type":"review","venue":"Biosensors and Bioelectronics","topic":"Cell Image Analysis Techniques","field":"Biochemistry, Genetics and Molecular Biology","cited_by":42,"is_retracted":false,"has_abstract":false,"ca_institutions":"Victoria General Hospital; University of Manitoba","funders":"National Natural Science Foundation of China","keywords":"Computer science; Nanotechnology; Identification (biology); Data science; Biology; Materials science","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":[0.0004545113,0.0004014065,0.0007999395,0.0001478571,0.0001063525,0.00003061843,0.0002325377,0.0003258988,0.000009142044],"category_scores_gemma":[0.00004136721,0.0003167391,0.0003432927,0.000164823,0.00009920709,0.000003034261,0.0000978125,0.0001159032,0.000001939031],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006383646,"about_ca_system_score_gemma":0.000778169,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002494806,"about_ca_topic_score_gemma":0.00002044002,"domain_scores_codex":[0.9981693,0.00002296905,0.0006480139,0.0005850015,0.0001335993,0.0004410968],"domain_scores_gemma":[0.9987614,0.00002262318,0.0005033204,0.0004352938,0.0002014202,0.00007590113],"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":[0.00003227092,0.0001421899,0.000008795073,0.004019459,0.0002321565,0.000001321018,0.000008193681,1.905502e-7,0.007483392,0.00001151584,0.008268556,0.9797919],"study_design_scores_gemma":[0.000160514,0.0002177998,1.961863e-7,0.0003476917,0.0003057214,0.000005202763,0.000005276946,0.00003436081,0.1652126,0.00001030067,0.8333644,0.0003359188],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003068849,0.9962664,0.002457789,0.000006220117,0.00002401599,0.0006329028,0.00002816065,0.00001989406,0.0002577716],"genre_scores_gemma":[0.0001903729,0.9881058,0.00984554,0.00004228265,0.0001091352,0.00007110704,0.001186013,0.000063111,0.0003866483],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9794561,"threshold_uncertainty_score":0.9999285,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02129129171134617,"score_gpt":0.3059233101399667,"score_spread":0.2846320184286205,"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."}}