{"id":"W2077800441","doi":"10.1089/bio.2010.0005","title":"Biospecimen Use in Cancer Research Over Two Decades","year":2010,"lang":"en","type":"article","venue":"Biopreservation and Biobanking","topic":"Cancer Genomics and Diagnostics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":55,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Cancer Agency","funders":"","keywords":"Cancer; Cohort; Medicine; Biobank; Cohort study; Biorepository; Oncology; Internal medicine; Bioinformatics; Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003424083,0.00008540519,0.00007304429,0.0001079909,0.00008941353,0.0001173361,0.0001223125,0.0001180114,0.00006097712],"category_scores_gemma":[0.0001708429,0.00008151612,0.00002128756,0.000166539,0.00009144597,0.00001227943,0.0001700244,0.0001726205,0.000002687442],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001572351,"about_ca_system_score_gemma":0.00006045999,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002554074,"about_ca_topic_score_gemma":0.01287627,"domain_scores_codex":[0.9992,0.00002622566,0.0001421085,0.0002799964,0.0001308299,0.0002208424],"domain_scores_gemma":[0.9995554,0.00004068724,0.00003496476,0.0002124929,0.0001013214,0.00005512173],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00003083469,0.00002184881,0.3091758,0.00000479753,0.000005040079,0.000001089885,0.00002654007,0.0000057655,0.6860021,0.001516284,0.001173092,0.002036894],"study_design_scores_gemma":[0.0009073619,0.00007017686,0.5817124,0.00002514841,0.00000451058,0.000002515939,0.0000370778,0.0002887911,0.221697,0.0006888271,0.1943506,0.0002156039],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984107,0.0004606783,0.00001906397,0.0004512226,0.0001941511,0.0001407571,0.00002466186,0.000005958456,0.0002927791],"genre_scores_gemma":[0.9976028,0.0008346977,0.0004857243,0.0003537537,0.0003769764,0.00002571508,0.00004445858,0.00001253705,0.0002633722],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4643051,"threshold_uncertainty_score":0.7185259,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06973219824422844,"score_gpt":0.387667072247573,"score_spread":0.3179348740033446,"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."}}