{"id":"W6957490295","doi":"10.60692/prd1e-42b40","title":"Enabling the Development and Deployment of Next Generation Point-of-Care Diagnostics","year":2015,"lang":"en","type":"article","venue":"Greater South Information System","topic":"Biosensors and Analytical Detection","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Glycomics Centre; University of Alberta","funders":"","keywords":"Software deployment; Dialog box; Plan (archaeology); Field (mathematics); Emerging technologies; Focus (optics); General partnership","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":[],"consensus_categories":[],"category_scores_codex":[0.0001309752,0.00006077459,0.00008858927,0.00006064113,0.00002902866,0.00003541736,0.00003188308,0.00003911149,8.190872e-7],"category_scores_gemma":[0.00001538305,0.0000410232,0.00001566855,0.0000725809,0.00001028668,0.0001774526,0.00001386624,0.00003098819,0.00001230308],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004493894,"about_ca_system_score_gemma":0.00000959355,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000150062,"about_ca_topic_score_gemma":3.866233e-7,"domain_scores_codex":[0.9994419,0.00001079626,0.0003250385,0.00003199792,0.000127092,0.00006314077],"domain_scores_gemma":[0.9997009,0.000005348805,0.00006442577,0.00008057248,0.0001146206,0.00003412405],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00005852582,0.000005411991,0.05336409,0.004965188,0.0002656729,0.000001590488,0.8286904,0.05947831,0.0004651355,0.001344308,0.0004181727,0.05094324],"study_design_scores_gemma":[0.001571992,0.0001558214,0.01652645,0.000586102,0.0001075015,0.0000233218,0.174275,0.5365376,0.2672795,0.000003023503,0.002469538,0.000464147],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9714504,0.00004706327,0.02771648,0.000007408513,0.0001785122,0.0001241421,0.000006224036,0.0000501316,0.0004196267],"genre_scores_gemma":[0.9994178,0.000001080211,0.0005201696,0.000007512489,0.00003277205,0.000008113811,0.000004883607,0.000004053596,0.000003648097],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6544154,"threshold_uncertainty_score":0.1672878,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05994122195088044,"score_gpt":0.2005118513122873,"score_spread":0.1405706293614068,"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."}}