{"id":"W4409629099","doi":"10.1158/1538-7445.am2025-5542","title":"Abstract 5542: A novel approach for establishing clinically relevant models of chemoresistance","year":2025,"lang":"en","type":"article","venue":"Cancer Research","topic":"Cancer Research and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Medicine; Cancer; Computational biology; Intensive care medicine; Biology; Internal medicine","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":[0.001188198,0.000585054,0.0005986799,0.0008109133,0.0003388179,0.0009331218,0.0006653231,0.0007069919,0.001631058],"category_scores_gemma":[0.0008923771,0.0004991916,0.0005280864,0.0004385012,0.0004844499,0.0006786453,0.0007445698,0.001661957,0.0007138393],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006581951,"about_ca_system_score_gemma":0.0007710228,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001124973,"about_ca_topic_score_gemma":0.001955023,"domain_scores_codex":[0.9988972,0.0003323033,0.0001254681,0.0001874665,0.0003681572,0.00008927529],"domain_scores_gemma":[0.9993522,0.0001394839,0.000148769,0.0001525435,0.0001337059,0.00007339883],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00008313586,0.0001131945,0.0002123432,0.0001045092,0.00001219465,0.00006102993,0.00005325543,0.0007963795,0.9916517,0.001265482,0.0004584401,0.005188302],"study_design_scores_gemma":[0.00004510625,0.001366828,0.001320067,0.00003327557,0.00005313593,0.0005100512,0.00006560118,0.007730109,0.9567645,0.0005688568,0.03151038,0.00003216026],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4501242,0.006384335,0.5192696,0.001576744,0.0007192927,0.001865819,0.002493142,0.001829022,0.0157378],"genre_scores_gemma":[0.8013437,0.004127891,0.1808903,0.0005940504,0.0001212743,0.00171816,0.0028239,0.0003229484,0.008057726],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001631058,"threshold_uncertainty_score":0.006283879,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2079699590973857,"score_gpt":0.4907501533846993,"score_spread":0.2827801942873136,"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."}}