{"id":"W2065265218","doi":"10.1089/bio.2013.1152","title":"Is There a Protocol for Using the SPREC?","year":2013,"lang":"en","type":"article","venue":"Biopreservation and Biobanking","topic":"Ethics in Clinical Research","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Biobank; Library science; Geography; Medicine; Computer science; Biology; Bioinformatics","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":[],"consensus_categories":[],"category_scores_codex":[0.001015958,0.00007123268,0.00009935669,0.00003353952,0.0001923299,0.0001035115,0.000115067,0.0001607971,0.000442915],"category_scores_gemma":[0.001262377,0.00003962605,0.000051382,0.0001188759,0.0001187651,0.0001036636,0.00009481641,0.0002952844,0.00001248064],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002190773,"about_ca_system_score_gemma":0.00008912059,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002038142,"about_ca_topic_score_gemma":0.00002148134,"domain_scores_codex":[0.9990776,0.00002910492,0.0002125076,0.0001850107,0.0003272062,0.0001685919],"domain_scores_gemma":[0.9983389,0.0008591734,0.00006713247,0.0002527975,0.0004253042,0.00005671772],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009680709,0.0004733514,0.7065982,0.004361457,0.0002465105,0.000004199393,0.001987576,0.000002909263,0.1220231,0.08959281,0.02136067,0.05238112],"study_design_scores_gemma":[0.007903703,0.001094463,0.3504329,0.002213931,0.00008848304,0.0000251577,0.001319766,0.08108826,0.04669864,0.2523636,0.2562438,0.0005273356],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5849523,0.00008132176,0.00515762,0.0836839,0.0001034056,0.3204864,0.00001019256,0.0001064771,0.005418376],"genre_scores_gemma":[0.7108138,0.00003062715,0.02534208,0.01343028,0.0009638206,0.2411806,0.00001067035,0.00006001957,0.008168112],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3561653,"threshold_uncertainty_score":0.4849609,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7300430554334777,"score_gpt":0.611363652925698,"score_spread":0.1186794025077796,"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."}}