{"id":"W3130064472","doi":"10.3390/cancers13040924","title":"Drug Resistance and Novel Therapies in Cancers in 2019","year":2021,"lang":"en","type":"article","venue":"Cancers","topic":"Advanced Breast Cancer Therapies","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Drug resistance; Medicine; Drug; Oncology; Resistance (ecology); Internal medicine; Pharmacology; Biology; Microbiology","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":[0.0001152334,0.000167727,0.0003483118,0.000119028,0.0000298614,0.00001308747,0.00006621583,0.00005600008,0.0001010286],"category_scores_gemma":[0.00003924465,0.0001689718,0.00003572897,0.000481258,0.0001630595,0.0001314548,0.00002784418,0.0002414074,0.000003064697],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002937983,"about_ca_system_score_gemma":0.001414278,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001481181,"about_ca_topic_score_gemma":0.02162714,"domain_scores_codex":[0.9988446,0.00002588267,0.0002289502,0.0003934523,0.0001747549,0.0003324122],"domain_scores_gemma":[0.9994527,0.00006014483,0.00005935336,0.0002735264,0.00006473019,0.00008958203],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.01035329,0.0003181098,0.4012114,0.002192496,0.0008450144,0.002323709,0.06407005,0.01188976,0.2891656,0.0138532,0.01436049,0.189417],"study_design_scores_gemma":[0.02692271,0.0001095784,0.4452508,0.004195592,0.00007966763,0.0001632567,0.01776575,0.0005026167,0.0271612,0.003909197,0.4725533,0.001386299],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9211359,0.0676655,0.0002584631,0.006274916,0.0004118769,0.0003721643,0.00003740921,0.00005427851,0.003789466],"genre_scores_gemma":[0.985209,0.002485203,0.002482302,0.001914124,0.0001155419,0.00008201566,0.00001174653,0.00004022341,0.007659797],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4581928,"threshold_uncertainty_score":0.9962256,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01257733166591468,"score_gpt":0.2752884038958085,"score_spread":0.2627110722298938,"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."}}