{"id":"W2332497970","doi":"10.1515/cclm-2023-7053","title":"Laboratory Information Systems","year":2023,"lang":"en","type":"article","venue":"Clinical Chemistry and Laboratory Medicine (CCLM)","topic":"Clinical Laboratory Practices and Quality Control","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children","funders":"","keywords":"Computer science; Computational biology; Medicine; Biology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007125985,0.001576246,0.001872401,0.0106389,0.001385427,0.007090467,0.003744138,0.00188775,0.2420009],"category_scores_gemma":[0.04013583,0.0008317457,0.0009535685,0.01236781,0.0005998928,0.004415776,0.003645401,0.001694852,0.197553],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003139553,"about_ca_system_score_gemma":0.00696615,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005551428,"about_ca_topic_score_gemma":0.002451304,"domain_scores_codex":[0.9900714,0.002103784,0.003055976,0.001501993,0.002747866,0.000518968],"domain_scores_gemma":[0.9599897,0.009161819,0.004172721,0.007949794,0.01707252,0.001653376],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003203588,0.00008295156,0.003815541,0.001313135,0.0001120599,0.0001343452,0.0001680498,0.0006558171,0.0006816688,0.01394557,0.7751636,0.2036069],"study_design_scores_gemma":[0.0001034654,0.00004704949,0.002264261,0.0004370587,0.00004285077,0.0001572175,0.00006859874,0.001226334,0.0007850909,0.007979142,0.9868447,0.00004433124],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"review","genre_scores_codex":[0.003358611,0.007638949,0.07335006,0.0107983,0.003938582,0.003231033,0.4900365,0.05615541,0.3514925],"genre_scores_gemma":[0.04502524,0.009497065,0.0800145,0.008223204,0.003321743,0.004837981,0.7409829,0.004659928,0.1034375],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.2420009,"threshold_uncertainty_score":0.8095738,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0636522385854008,"score_gpt":0.4023033338795988,"score_spread":0.338651095294198,"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."}}