{"id":"W2135388477","doi":"10.1089/bio.2012.0064","title":"The Italian Hub of Population Biobanks as a Potential Tool for Improving Public Health Stewardship","year":2013,"lang":"en","type":"article","venue":"Biopreservation and Biobanking","topic":"Ethics in Clinical Research","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"McGill University","keywords":"Biobank; Stewardship (theology); Population; Population health; Public health; Government (linguistics); Business; Corporate governance; Public relations; Medicine; Political science; Environmental health; Politics; Finance; Nursing; Biology; Bioinformatics","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":[0.07201132,0.0006054245,0.0005872241,0.003157215,0.002841038,0.009930951,0.002822915,0.003011818,0.0140048],"category_scores_gemma":[0.07078023,0.0005774535,0.000878403,0.00386276,0.004196768,0.00836453,0.01051765,0.003612515,0.002921639],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00610871,"about_ca_system_score_gemma":0.02141399,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005112362,"about_ca_topic_score_gemma":0.003832112,"domain_scores_codex":[0.9754332,0.01707639,0.0006706058,0.00233841,0.002817809,0.001663483],"domain_scores_gemma":[0.931052,0.02750054,0.00676178,0.01569529,0.00756157,0.01142896],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0007552555,0.0005411587,0.04049883,0.001012595,0.0001433615,0.0007341829,0.009670286,0.002255069,0.001737983,0.2602325,0.2076897,0.4747291],"study_design_scores_gemma":[0.0002633816,0.0004109046,0.03274779,0.001338844,0.00009670631,0.000389528,0.002655958,0.004068187,0.001553204,0.07124089,0.8851146,0.0001199697],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.08853201,0.02052015,0.1944376,0.4493581,0.007342222,0.004000723,0.003349256,0.004996862,0.2274631],"genre_scores_gemma":[0.6201578,0.00911745,0.2633321,0.05284153,0.00594728,0.004294511,0.003661548,0.0008462007,0.03980152],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.07201132,"threshold_uncertainty_score":0.3808368,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3220234410514883,"score_gpt":0.483244735968556,"score_spread":0.1612212949170678,"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."}}