{"id":"W4398166532","doi":"10.1152/physiol.2024.39.s1.1488","title":"Culture Shock! Investigating the Importance of Physiological Tumour-Like Conditions on Cultured Cancer Cells","year":2024,"lang":"en","type":"article","venue":"Physiology","topic":"Cell Image Analysis Techniques","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brock University","funders":"","keywords":"Cancer cell; Biology; Cancer; Shock (circulatory); Cancer research; Cell biology; Microbiology; Medicine; Internal medicine; Genetics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008147055,0.0001735368,0.000220487,0.00002535538,0.00008503388,0.00001447026,0.0002654401,0.0001514242,0.00008519598],"category_scores_gemma":[0.00004605581,0.0001039116,0.0001883321,0.0001665504,0.0003264711,0.000004380182,0.0001136845,0.0002103747,0.00001342826],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001437287,"about_ca_system_score_gemma":0.00004691711,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002178148,"about_ca_topic_score_gemma":0.00002961618,"domain_scores_codex":[0.9989672,0.0001042285,0.0002208061,0.0004227615,0.00008455585,0.000200484],"domain_scores_gemma":[0.9994062,0.00002757549,0.00009624224,0.0003523952,0.00007730389,0.00004034784],"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":[0.000008068771,0.00003190102,0.00005920092,0.00002330853,0.00008848224,0.000001639424,0.00007166576,0.0002221489,0.9095047,0.0004029195,0.08953366,0.00005228759],"study_design_scores_gemma":[0.00006786614,0.0001756608,0.002123651,0.00003388541,0.00005392569,0.000002784676,0.00007240118,0.0002554938,0.9812044,0.001632376,0.01423234,0.0001452422],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966182,0.001862037,0.00006181381,0.0003318654,0.00009674523,0.0001795419,0.00004050992,0.00005588078,0.0007534123],"genre_scores_gemma":[0.996305,0.0005699316,0.0001835149,0.001701916,0.0003294917,0.0001012777,0.0002644193,0.00001680827,0.0005276207],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07530131,"threshold_uncertainty_score":0.423739,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01501086700064144,"score_gpt":0.3063001106344097,"score_spread":0.2912892436337682,"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."}}