{"id":"W2144005610","doi":"10.1586/era.12.71","title":"New frontiers in therapeutic resistance in cancer","year":2012,"lang":"en","type":"article","venue":"Expert Review of Anticancer Therapy","topic":"Cancer Genomics and Diagnostics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Université Laval; Quebec - Clinical Research Organization in Cancer; Hôtel-Dieu de Québec","funders":"","keywords":"Medicine; Personalized medicine; Precision medicine; Dilemma; Resistance (ecology); Clinical trial; Bioinformatics; Internal medicine; Pathology","routes":{"ca_aff":true,"ca_fund":false,"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":[0.01559243,0.0009088386,0.002169847,0.002156718,0.001115782,0.007295025,0.001800896,0.004905841,0.006257439],"category_scores_gemma":[0.006853073,0.0003902594,0.0009160801,0.001901207,0.01020763,0.01036832,0.002734537,0.008662663,0.001241324],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006405969,"about_ca_system_score_gemma":0.005690036,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001752922,"about_ca_topic_score_gemma":0.003083899,"domain_scores_codex":[0.9954022,0.002264205,0.0002324097,0.0004335965,0.00120444,0.0004630977],"domain_scores_gemma":[0.988894,0.007961527,0.0005429122,0.0005509603,0.001311182,0.0007393875],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000283837,0.0002140634,0.0014658,0.002854257,0.0001141689,0.0008592218,0.001351748,0.001978737,0.005094397,0.4411186,0.06544995,0.4792152],"study_design_scores_gemma":[0.00006547507,0.0002965944,0.001417646,0.001151152,0.00004688105,0.001303843,0.001242399,0.001716394,0.001455859,0.30224,0.6889907,0.00007312252],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002736807,0.7598213,0.01137026,0.2117236,0.002628196,0.00003692708,0.0001118166,0.0001379771,0.01143313],"genre_scores_gemma":[0.1032123,0.8080928,0.01113173,0.05696481,0.01335758,0.0001703444,0.0001853129,0.00009804028,0.00678718],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01559243,"threshold_uncertainty_score":0.0824616,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01778453864452501,"score_gpt":0.3286796256654664,"score_spread":0.3108950870209414,"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."}}