{"id":"W4398194082","doi":"10.1016/j.jcyt.2024.03.306","title":"ANALYSIS OF PH, AMINO ACIDS, METABOLIC BYPRODUCTS, AND OXYGEN REVEALED THAT PH IS THE DOMINANT FACTOR IN T CELL CULTURE","year":2024,"lang":"en","type":"article","venue":"Cytotherapy","topic":"Biopolymer Synthesis and Applications","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia; Canada's Michael Smith Genome Sciences Centre","funders":"","keywords":"Amino acid; Chemistry; Oxygen; Biochemistry; Organic chemistry","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":[0.000103833,0.0001295987,0.0002119422,0.00007014184,0.00004243616,0.00002904383,0.0001684746,0.0001004918,0.00006194375],"category_scores_gemma":[0.000004355465,0.00007968833,0.0001345685,0.0003623899,0.00008431775,0.000003566934,0.00002879251,0.00006459911,0.000002594488],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000003941976,"about_ca_system_score_gemma":0.00002398199,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004174935,"about_ca_topic_score_gemma":0.00003622598,"domain_scores_codex":[0.9992521,0.00004201369,0.0001547681,0.0003408308,0.00007920068,0.000131111],"domain_scores_gemma":[0.9994799,0.0000126354,0.00005159334,0.000403331,0.00002164909,0.00003087561],"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":[0.00001615819,0.0000388648,0.004343182,0.00001613674,0.000343508,3.734945e-7,0.0007016159,6.429726e-7,0.9868791,0.00009006006,0.0007502124,0.006820118],"study_design_scores_gemma":[0.0001302061,0.00002069928,0.02774868,0.000006921735,0.0001499954,7.777874e-7,0.0001287805,0.00003734067,0.8374821,0.00002169018,0.1341768,0.00009597732],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9198459,0.07851693,0.0001496307,0.0009156424,0.0000345913,0.0001791,0.0001503391,0.000005860903,0.0002020558],"genre_scores_gemma":[0.9859393,0.01186772,0.00009860922,0.0003212029,0.00007355493,0.00003814496,0.0000331447,0.0000153695,0.001612908],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.149397,"threshold_uncertainty_score":0.3249595,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01166059214018942,"score_gpt":0.2557818812896852,"score_spread":0.2441212891494958,"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."}}