{"id":"W2116987351","doi":"10.1093/conphys/cou037","title":"Validation of the i-STAT system for the analysis of blood parameters in fish","year":2014,"lang":"en","type":"article","venue":"Conservation Physiology","topic":"Physiological and biochemical adaptations","field":"Environmental Science","cited_by":65,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Rainbow trout; Biology; stat; Software portability; Fish <Actinopterygii>; pCO2; Internal medicine; Biochemistry; Computer science; Fishery; Medicine","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":[0.0001425841,0.00004489414,0.0001401993,0.00001673597,0.00003982381,0.00000163171,0.0001722719,0.00003539203,0.00001999013],"category_scores_gemma":[0.0001668243,0.00002296893,0.00009332127,0.0004661099,0.0002053268,0.00002601588,0.0000495006,0.00003104861,0.000001262796],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001106427,"about_ca_system_score_gemma":0.000003674911,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002395106,"about_ca_topic_score_gemma":0.00008855345,"domain_scores_codex":[0.9994491,0.00009538549,0.000207528,0.0001140939,0.00006291645,0.00007093947],"domain_scores_gemma":[0.9989825,0.00066121,0.0001627054,0.0001668031,0.00001738926,0.000009347023],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0000178041,0.00004412675,0.01364967,0.000008914707,0.00005792497,3.822643e-9,0.00004274601,0.02011586,0.9650141,0.0007444671,0.0001270092,0.0001773697],"study_design_scores_gemma":[0.0001431101,0.00002949583,0.7706969,0.000003881796,0.0001723593,4.62801e-8,0.00004317724,0.02632486,0.2008274,0.001643461,0.00008324131,0.0000321535],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986519,0.000002270946,0.000437686,0.0006341439,0.00003091757,0.0001607799,0.00001982473,0.000004377333,0.00005811177],"genre_scores_gemma":[0.9993953,0.00000163968,0.0001714017,0.0003488516,0.000004496668,0.00003667036,0.00002682114,0.000001399479,0.00001347824],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7641867,"threshold_uncertainty_score":0.09366459,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02466993593140107,"score_gpt":0.2262732255455637,"score_spread":0.2016032896141626,"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."}}