{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008819591,0.0006955065,0.0006103127,0.001002332,0.000634474,0.00118432,0.001398028,0.00114026,0.001868059],"category_scores_gemma":[0.01032378,0.0004631896,0.000798281,0.0009441241,0.001414257,0.0007725779,0.001340543,0.0008714255,0.001758524],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007679547,"about_ca_system_score_gemma":0.002108107,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003940203,"about_ca_topic_score_gemma":0.005034152,"domain_scores_codex":[0.9946598,0.001302456,0.0005394709,0.001042741,0.002266265,0.0001892309],"domain_scores_gemma":[0.9947966,0.001285158,0.0006476188,0.0006464315,0.002433602,0.0001907001],"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":[0.00436069,0.000363943,0.1575445,0.001120729,0.0005079953,0.0003707189,0.001501475,0.009435457,0.6794233,0.002347119,0.006070699,0.1369534],"study_design_scores_gemma":[0.000424983,0.005831733,0.3303756,0.0005902943,0.00087424,0.001758815,0.0009405676,0.09206998,0.5247948,0.001922006,0.04002959,0.0003874569],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5066876,0.001945967,0.4693621,0.0009610092,0.0007580013,0.001859069,0.005891479,0.005275729,0.007258982],"genre_scores_gemma":[0.5733246,0.001074475,0.4120773,0.001212589,0.0001323206,0.002613555,0.004579773,0.0009304906,0.004054853],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008819591,"threshold_uncertainty_score":0.04664302,"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."}}