{"id":"W4410194470","doi":"10.1016/j.bpc.2025.107455","title":"Deterministic error propagation in ITC: Revealing multi-fold errors in Kd values under standard conditions","year":2025,"lang":"en","type":"article","venue":"Biophysical Chemistry","topic":"Advanced Electrical Measurement Techniques","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"Natural Sciences and Engineering Research Council of Canada; York University","keywords":"Chemistry; Fold (higher-order function); Statistics; Programming language; Computer science","routes":{"ca_aff":true,"ca_fund":true,"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":[0.01122383,0.001389494,0.001213074,0.001392706,0.0009433298,0.002311577,0.002660143,0.001781587,0.001206429],"category_scores_gemma":[0.05303019,0.0007119353,0.001005743,0.001437198,0.003225504,0.003074273,0.002424133,0.003443562,0.0006848505],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00287913,"about_ca_system_score_gemma":0.002659273,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00516262,"about_ca_topic_score_gemma":0.004146116,"domain_scores_codex":[0.9920144,0.001598442,0.00055767,0.00211615,0.003252114,0.000461225],"domain_scores_gemma":[0.9774793,0.01309534,0.002804169,0.004105339,0.002293217,0.0002226618],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0008447875,0.00050889,0.03524567,0.001853736,0.0005104796,0.00140592,0.001492972,0.4597968,0.1951462,0.1484636,0.006201011,0.1485301],"study_design_scores_gemma":[0.00002677788,0.0002192473,0.004312583,0.0001740305,0.00006364421,0.0004201147,0.0001352348,0.7988166,0.1426905,0.04804979,0.004865726,0.0002257658],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.08938999,0.001522818,0.901063,0.001240237,0.0003529976,0.0001420713,0.00045886,0.001878677,0.003951293],"genre_scores_gemma":[0.845177,0.00161833,0.1486641,0.001095925,0.00007871989,0.0003527372,0.0005949012,0.0005020458,0.001916248],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01122383,"threshold_uncertainty_score":0.05935806,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01941802317615845,"score_gpt":0.2986851902205622,"score_spread":0.2792671670444038,"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."}}