{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.1870062,0.0008704412,0.001585068,0.002600545,0.006639194,0.00689696,0.003317287,0.01333176,0.04076073],"category_scores_gemma":[0.213542,0.001698866,0.002752472,0.001747718,0.006538438,0.005313405,0.006685339,0.01701687,0.0431967],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003949535,"about_ca_system_score_gemma":0.03696707,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001589006,"about_ca_topic_score_gemma":0.003922371,"domain_scores_codex":[0.8768132,0.07868822,0.02158966,0.003773943,0.01330495,0.005829971],"domain_scores_gemma":[0.8039193,0.07948469,0.007646239,0.05012303,0.05051086,0.008315871],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002953731,0.002517676,0.003744375,0.004307657,0.000152185,0.002178168,0.01183828,0.0005900278,0.00918097,0.1233438,0.5690872,0.270106],"study_design_scores_gemma":[0.001055115,0.0008053147,0.004868671,0.005682691,0.0001221051,0.001795797,0.003870876,0.001048343,0.005406756,0.02997317,0.9450555,0.0003156214],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"commentary","genre_scores_codex":[0.01888395,0.003691369,0.2946707,0.181966,0.02262904,0.2806579,0.005923861,0.005889636,0.1856877],"genre_scores_gemma":[0.03286104,0.001884531,0.3540076,0.07619862,0.002593975,0.447722,0.003048509,0.0007614818,0.08092232],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.8129938,"threshold_uncertainty_score":0.988995,"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."}}