{"id":"W1496419117","doi":"10.1186/1472-6939-7-4","title":"A biobank management model applicable to biomedical research","year":2006,"lang":"en","type":"article","venue":"BMC Medical Ethics","topic":"Ethics in Clinical Research","field":"Medicine","cited_by":45,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"Canadian Institutes of Health Research","keywords":"Biobank; Philosophy of medicine; Engineering ethics; Management science; Medicine; Engineering; Alternative medicine; Bioinformatics; Biology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.03017765,0.0007203055,0.0005828975,0.002927682,0.005527149,0.01683141,0.005959385,0.005862934,0.01726573],"category_scores_gemma":[0.02176796,0.0007294954,0.001135445,0.003659526,0.006726725,0.01134877,0.006534307,0.003042714,0.003126027],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02368984,"about_ca_system_score_gemma":0.04637884,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06354234,"about_ca_topic_score_gemma":0.0464444,"domain_scores_codex":[0.9801176,0.009972126,0.001342963,0.002796704,0.003901251,0.001869394],"domain_scores_gemma":[0.9781055,0.007808882,0.001896216,0.003621535,0.005204581,0.00336318],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001002719,0.0001987837,0.00372255,0.0001602151,0.00003691161,0.00069438,0.002749828,0.03169271,0.0006233103,0.9016872,0.01241029,0.04592353],"study_design_scores_gemma":[0.0002606808,0.0002333975,0.002632885,0.0004767654,0.00008539413,0.0007583858,0.002842595,0.1840961,0.001087085,0.484784,0.32261,0.0001326993],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.02395924,0.001056719,0.786005,0.03568275,0.0003814521,0.003505204,0.0008536292,0.001254431,0.1473015],"genre_scores_gemma":[0.3943913,0.001056962,0.534516,0.002527744,0.000368554,0.003193509,0.0009005765,0.000151334,0.06289399],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.9698223,"threshold_uncertainty_score":0.1718826,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7448387545507898,"score_gpt":0.6736966544084344,"score_spread":0.07114210014235545,"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."}}