{"id":"W1971664144","doi":"10.1111/ijlh.12196","title":"<scp>ICSH</scp> guidelines for the verification and performance of automated cell counters for body fluids","year":2014,"lang":"en","type":"article","venue":"International Journal of Laboratory Hematology","topic":"Clinical Laboratory Practices and Quality Control","field":"Medicine","cited_by":56,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trillium Therapeutics (Canada); Brampton Civic Hospital","funders":"","keywords":"Standardization; Computer science; Set (abstract data type); Medical physics; Software engineering; Medicine; Programming language; Operating system","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001853586,0.0001044059,0.0003901422,0.0000965595,0.00005082652,0.00002232503,0.000213383,0.0001078424,0.000006138348],"category_scores_gemma":[0.006864034,0.00007139336,0.00009990524,0.00007912028,0.0001148216,0.0001713922,0.00001943621,0.0001378665,0.000001548743],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002707188,"about_ca_system_score_gemma":0.0002445483,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002027596,"about_ca_topic_score_gemma":0.000002082722,"domain_scores_codex":[0.9984376,0.00008298271,0.0009712131,0.0001233272,0.0002665193,0.0001183802],"domain_scores_gemma":[0.9896396,0.00335048,0.0009977213,0.0001513651,0.005785456,0.00007532663],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.01385661,0.002579455,0.1852928,0.003274127,0.005261783,0.00004862762,0.002040757,0.0006683893,0.3637382,0.102686,0.3061619,0.01439136],"study_design_scores_gemma":[0.01238345,0.003333617,0.01406935,0.0003747416,0.0007841977,0.0003119116,0.001099883,0.2168705,0.04723648,0.0004162448,0.7029859,0.0001336865],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9761941,0.00160627,0.01072331,0.009712797,0.001220059,0.0003585902,0.000101434,0.00002237691,0.0000610592],"genre_scores_gemma":[0.9915416,0.0004037493,0.004527572,0.002985101,0.000448763,0.0000182148,0.00001173782,0.0000153825,0.00004786893],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3968241,"threshold_uncertainty_score":0.8217386,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04900810730609738,"score_gpt":0.3979594123814295,"score_spread":0.3489513050753321,"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."}}