{"id":"W2314957375","doi":"10.1586/erm.12.127","title":"Theranostics: rethinking postgenomic diagnostics","year":2012,"lang":"en","type":"article","venue":"Expert Review of Molecular Diagnostics","topic":"Health, Environment, Cognitive Aging","field":"Environmental Science","cited_by":10,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Molecular diagnostics; Medicine; Computational biology; Medical physics; Biology; Bioinformatics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005881696,0.0009215631,0.001783771,0.001426469,0.0004503031,0.002416614,0.001653091,0.003307846,0.003455057],"category_scores_gemma":[0.005087002,0.0002796049,0.0008420994,0.0005608366,0.002125741,0.003852389,0.001177572,0.004339095,0.001135954],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009568152,"about_ca_system_score_gemma":0.001865465,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009901989,"about_ca_topic_score_gemma":0.001758887,"domain_scores_codex":[0.9988104,0.0004184037,0.00009160503,0.000162535,0.0004183628,0.00009871332],"domain_scores_gemma":[0.9951059,0.003120622,0.0002200566,0.0002266954,0.001175539,0.0001512032],"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":[0.0002485752,0.0002656937,0.003401794,0.002885662,0.0001550498,0.0008324186,0.0003215425,0.0007388516,0.0175818,0.02408609,0.03833696,0.9111457],"study_design_scores_gemma":[0.0001798158,0.001062197,0.00530833,0.004061819,0.0004973814,0.004747928,0.001046853,0.002897215,0.01830951,0.1011024,0.8605998,0.0001868429],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.006059194,0.8423321,0.04844675,0.08677837,0.006297477,0.0001163839,0.0001567795,0.0002837137,0.009529146],"genre_scores_gemma":[0.07703016,0.7745695,0.07206535,0.05131691,0.01497565,0.0002722562,0.0002465895,0.0001251506,0.009398425],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005881696,"threshold_uncertainty_score":0.03110576,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01345458965327433,"score_gpt":0.2891258812309963,"score_spread":0.2756712915777219,"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."}}