{"id":"W1785321961","doi":"10.1089/bio.2013.0092","title":"Individual Investigator Profiles of Biospecimen Use in Cancer Research","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":"Université de Montréal; University Health Network; Centre Hospitalier de l’Université de Montréal; University of Toronto; BC Cancer Agency","funders":"Canadian Institutes of Health Research","keywords":"Biobank; Biorepository; Translational research; Medicine; Data science; Bioinformatics; Pathology; Computer science; Biology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.04967387,0.0002168962,0.000397867,0.009992179,0.0009056635,0.002667392,0.0009116287,0.0007241074,0.003828268],"category_scores_gemma":[0.1532998,0.0002760931,0.0006406387,0.01179948,0.001043058,0.002084405,0.002861409,0.000608779,0.00100155],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001067731,"about_ca_system_score_gemma":0.00296163,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000752404,"about_ca_topic_score_gemma":0.001152519,"domain_scores_codex":[0.9547896,0.02453596,0.008658211,0.004339023,0.006538384,0.00113886],"domain_scores_gemma":[0.6276256,0.2101139,0.1103925,0.02061852,0.02416895,0.007080534],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004460705,0.00007008328,0.9236079,0.0005719812,0.0001354076,0.0003019615,0.008457831,0.0001696686,0.001678084,0.0009392109,0.001846566,0.0617752],"study_design_scores_gemma":[0.00008885021,0.0006200991,0.930687,0.001215261,0.0002492809,0.003057036,0.02279193,0.00073982,0.00335173,0.003479103,0.03361553,0.0001042664],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9684784,0.006602886,0.007381571,0.002648864,0.00008711205,0.0003701102,0.004109418,0.0001789033,0.01014266],"genre_scores_gemma":[0.9836844,0.00298224,0.008987384,0.0003847274,0.0001277622,0.0005061142,0.001978318,0.0000912915,0.001257628],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9503261,"threshold_uncertainty_score":0.2627037,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7469918077852498,"score_gpt":0.580892106860379,"score_spread":0.1660997009248708,"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."}}