{"id":"W612383718","doi":"10.1089/bio.2014.0061","title":"The Importance of Biobanking in Cancer Research","year":2015,"lang":"en","type":"article","venue":"Biopreservation and Biobanking","topic":"Ethics in Clinical Research","field":"Medicine","cited_by":47,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Cancer Agency","funders":"BC Cancer Agency; Canadian Institutes of Health Research; Cancer Research Society","keywords":"Biobank; Broad spectrum; Biorepository; Medicine; Data science; Computer science; 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":[0.2203311,0.0006043087,0.001545413,0.01609401,0.005481281,0.02707006,0.003333186,0.003358701,0.005172867],"category_scores_gemma":[0.3189662,0.0007662253,0.001383747,0.03227044,0.01155763,0.01553115,0.01100646,0.004504686,0.00123326],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02563597,"about_ca_system_score_gemma":0.09905832,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05597726,"about_ca_topic_score_gemma":0.06480628,"domain_scores_codex":[0.8342214,0.1003047,0.02113385,0.007857567,0.03222541,0.004257061],"domain_scores_gemma":[0.3195953,0.4493171,0.07555085,0.04429213,0.09576674,0.01547786],"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":[0.0006801066,0.0001057735,0.04550532,0.03219784,0.0009250129,0.0008256781,0.01325554,0.001579829,0.002207424,0.1009418,0.07778951,0.7239861],"study_design_scores_gemma":[0.00009407718,0.0001682788,0.03881782,0.03764076,0.0005646955,0.001129791,0.009897103,0.000522293,0.001735961,0.06222524,0.8470231,0.0001807298],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.02595277,0.528215,0.02762397,0.3428828,0.01050534,0.001414172,0.003847146,0.0003288315,0.05922988],"genre_scores_gemma":[0.3142804,0.5039396,0.09821249,0.05549916,0.01455056,0.002148007,0.005577459,0.0004616101,0.005330817],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.2203311,"threshold_uncertainty_score":0.9614705,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8154007438797555,"score_gpt":0.645965853097196,"score_spread":0.1694348907825595,"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."}}