{"id":"W4363625486","doi":"10.1515/cclm-2023-7058","title":"Preanalytical phase","year":2023,"lang":"en","type":"article","venue":"Clinical Chemistry and Laboratory Medicine (CCLM)","topic":"Material Dynamics and Properties","field":"Materials Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; University of Alberta","funders":"","keywords":"Medicine","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":[0.003048227,0.003135795,0.00220672,0.003638048,0.00194969,0.002010132,0.002800062,0.002941208,0.1629694],"category_scores_gemma":[0.008309175,0.001477498,0.001772932,0.001311233,0.001422242,0.001499846,0.002338659,0.004345147,0.121538],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009300409,"about_ca_system_score_gemma":0.004171991,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002018614,"about_ca_topic_score_gemma":0.002612133,"domain_scores_codex":[0.9954545,0.0005618176,0.0002744821,0.001205624,0.002041501,0.0004619916],"domain_scores_gemma":[0.9947355,0.0009232868,0.0002138752,0.0007937584,0.003068426,0.0002650574],"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":[0.004916162,0.001430044,0.005265172,0.006983695,0.0004927327,0.002995267,0.001160179,0.002156649,0.4690893,0.01997379,0.1852096,0.3003275],"study_design_scores_gemma":[0.0003878382,0.001406865,0.003026891,0.0007658147,0.0001937021,0.001832996,0.0003981221,0.003333407,0.179948,0.005622307,0.802871,0.0002129904],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.05260907,0.02313402,0.6468022,0.004123607,0.01284178,0.04356449,0.03082469,0.0394526,0.1466476],"genre_scores_gemma":[0.1493744,0.01732128,0.5100678,0.01407777,0.005387845,0.05795258,0.05535861,0.01672032,0.1737395],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.1629694,"threshold_uncertainty_score":0.5451869,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05635178454470384,"score_gpt":0.3841765632545059,"score_spread":0.3278247787098021,"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."}}