{"id":"W1982041556","doi":"10.1007/s10561-010-9219-z","title":"Coding and traceability: cells and tissues in North America","year":2010,"lang":"en","type":"article","venue":"Cell and Tissue Banking","topic":"Cancer Genomics and Diagnostics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":14,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Canadian Blood Services; Eye Bank Association of America","keywords":"Traceability; Transplantation; Coding (social sciences); Transplant surgery; Business; Computer science; Risk analysis (engineering); Operations management; Medicine; Sociology; Engineering; Surgery","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007303394,0.0001446069,0.0001786792,0.001212051,0.001805437,0.001573754,0.0005235299,0.0004694209,0.004393193],"category_scores_gemma":[0.001811068,0.0001419764,0.0001264561,0.002351882,0.001216722,0.0009782512,0.0008960621,0.0006777359,0.0004709281],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002523721,"about_ca_system_score_gemma":0.004241128,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1687738,"about_ca_topic_score_gemma":0.2428282,"domain_scores_codex":[0.9994823,0.000105515,0.00003240167,0.0001361575,0.0001461275,0.00009753565],"domain_scores_gemma":[0.99761,0.0007159927,0.0003197897,0.0002117098,0.000738775,0.000403761],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0005131713,0.0001410141,0.1635067,0.0002639811,0.00003688,0.001871276,0.02414109,0.000521089,0.05781528,0.0683468,0.02111061,0.6617321],"study_design_scores_gemma":[0.00001792157,0.0002002594,0.4649486,0.0003014132,0.00006977008,0.002925101,0.01826011,0.0007592766,0.01495299,0.01823262,0.479281,0.00005079267],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8216584,0.02890097,0.01474169,0.01637209,0.0006229453,0.00008673509,0.002270133,0.0002147209,0.1151323],"genre_scores_gemma":[0.9436831,0.01227142,0.01058928,0.00269503,0.000118539,0.00006932152,0.001392361,0.00009350257,0.02908752],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1687738,"threshold_uncertainty_score":0.3355828,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005223668133779993,"score_gpt":0.2174872561547913,"score_spread":0.2122635880210113,"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."}}