{"id":"W2971305325","doi":"10.3390/app9173510","title":"A Low-Cost and Portable Smart Instrumentation for Detecting Colorectal Cancer Cells","year":2019,"lang":"en","type":"article","venue":"Applied Sciences","topic":"Cancer Research and Treatments","field":"Biochemistry, Genetics and Molecular Biology","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Saskatchewan Cancer Agency; University of Saskatchewan","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Fluorometer; Dichroic filter; Photodiode; Detector; Computer science; Fluorescence; Colorectal cancer; Optoelectronics; Computer hardware; Materials science; Optics; Cancer; Physics; Medicine; Wavelength; Telecommunications","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001096803,0.00005282638,0.00005102357,0.0000197245,0.0001214814,0.0000408214,0.00006166178,0.00002555935,0.00001723795],"category_scores_gemma":[0.000005584069,0.00004455028,0.00001469662,0.00006771208,0.00007035361,0.000004700037,0.00003292316,0.00001836851,0.000004652441],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001234281,"about_ca_system_score_gemma":0.00008256329,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001990328,"about_ca_topic_score_gemma":0.0006028503,"domain_scores_codex":[0.9994505,0.000004047411,0.00005470962,0.0002272891,0.00008440462,0.0001790604],"domain_scores_gemma":[0.999857,0.000009919651,0.0000295742,0.0000451914,0.00001712838,0.00004115167],"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":[0.00006426896,0.00001222691,0.01294878,0.00001125937,0.00001140685,9.263484e-8,0.00003187755,0.00002724223,0.9705523,0.00003232711,0.0001185789,0.01618963],"study_design_scores_gemma":[0.0005282899,0.0001650982,0.001869807,0.000003976072,0.000003598779,6.566009e-7,0.0001630711,0.0001049409,0.995791,0.00005127746,0.001256677,0.00006165287],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981037,0.0000780064,0.00008045417,0.00002331136,0.00008166552,0.0004672286,0.00001776639,0.000003582341,0.001144287],"genre_scores_gemma":[0.9991571,0.00004906341,0.000355896,0.00007004273,0.0000374138,0.0002016497,0.00001386018,0.000003899961,0.0001110864],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02523865,"threshold_uncertainty_score":0.1816708,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01233371542506873,"score_gpt":0.2931037153175381,"score_spread":0.2807699998924694,"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."}}