{"id":"W1202203721","doi":"10.1016/j.clinbiochem.2015.08.019","title":"Challenges in harmonizing integrated healthcare network laboratories: multi-center evaluation of the hCG5 assay","year":2015,"lang":"en","type":"article","venue":"Clinical Biochemistry","topic":"Clinical Laboratory Practices and Quality Control","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Center (category theory); Health care; Computer science; Chemistry; Political science","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.01282381,0.0001593385,0.0005449794,0.00001439391,0.00003269617,0.00001383243,0.0001965439,0.0004201922,0.0000234767],"category_scores_gemma":[0.02964781,0.0001086502,0.0001572582,0.0004055035,0.000184517,0.0000609689,0.00009535976,0.0008803345,0.00001011206],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001439649,"about_ca_system_score_gemma":0.001412059,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002882567,"about_ca_topic_score_gemma":0.0001239931,"domain_scores_codex":[0.9961532,0.001329925,0.001228374,0.0004453966,0.0005934665,0.0002496899],"domain_scores_gemma":[0.9956715,0.001113812,0.000514021,0.0007368776,0.00167555,0.0002882329],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001657992,0.003753474,0.9041681,0.0004715534,0.0002481957,0.00001501944,0.0004479869,0.00003109937,0.001097312,0.0002324683,0.004965798,0.082911],"study_design_scores_gemma":[0.1480837,0.003107367,0.4953245,0.01029272,0.002657303,0.00005301354,0.02516396,0.03701942,0.02284085,0.002876005,0.2503272,0.002253965],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.954289,0.01214455,0.00001735726,0.03070567,0.001081864,0.0006420825,0.00006571344,0.00004111492,0.001012635],"genre_scores_gemma":[0.9966578,0.0005202434,0.0004576927,0.001643108,0.000591577,0.00002319708,0.00004348202,0.00001637438,0.00004650684],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4088436,"threshold_uncertainty_score":0.9785259,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5892280563924638,"score_gpt":0.50495481788294,"score_spread":0.08427323850952373,"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."}}