{"id":"W2316884755","doi":"10.1089/bio.2014.0008","title":"A Practical Tool for Modeling Biospecimen User Fees","year":2014,"lang":"en","type":"article","venue":"Biopreservation and Biobanking","topic":"Ethics in Clinical Research","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"CancerCare Manitoba; BC Cancer Agency; University of Manitoba; Queen's University; Alberta Health Services; University of Calgary; University of Alberta; Ontario Institute for Cancer Research","funders":"University of British Columbia","keywords":"Biobank; Calculator; Computer science; Data science; Bioinformatics","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":[],"consensus_categories":[],"category_scores_codex":[0.01067166,0.001507395,0.0008075552,0.004003336,0.001037993,0.003993979,0.002908802,0.00265266,0.0202504],"category_scores_gemma":[0.05354848,0.001112422,0.001742122,0.004229882,0.0009186036,0.003277106,0.001967677,0.003031845,0.003034485],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00423299,"about_ca_system_score_gemma":0.003851256,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03773199,"about_ca_topic_score_gemma":0.02120878,"domain_scores_codex":[0.996103,0.001668096,0.0003395379,0.0006090861,0.000910705,0.0003696255],"domain_scores_gemma":[0.9640578,0.02863171,0.001934999,0.001750625,0.003210298,0.0004146002],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001784943,0.0003284474,0.01678888,0.0001991451,0.0000835595,0.0002344293,0.0008183608,0.8044535,0.0004804854,0.09957661,0.02119967,0.0556584],"study_design_scores_gemma":[0.00004104577,0.00005175368,0.001584468,0.00004832492,0.00001758974,0.00008617871,0.0001591205,0.9580799,0.0005064604,0.02221635,0.0171677,0.00004115473],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.05919607,0.000184569,0.8891474,0.001359586,0.0001636106,0.001136673,0.008239839,0.01109892,0.02947342],"genre_scores_gemma":[0.4298731,0.0002400787,0.5462139,0.0003553161,0.0000546119,0.002651582,0.006003922,0.001636657,0.01297071],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.03773199,"threshold_uncertainty_score":0.07502478,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5567245406386347,"score_gpt":0.5597661970775345,"score_spread":0.003041656438899754,"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."}}