{"id":"W2335265133","doi":"10.3182/20070604-3-mx-2914.00020","title":"OPTIMIZATION OF EXPERIMENTS FOR IMPROVED ESTIMATION OF PROTEIN INTERACTION PARAMETERS","year":2007,"lang":"en","type":"article","venue":"IFAC Proceedings Volumes","topic":"Monoclonal and Polyclonal Antibodies Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Estimation; Computer science; Engineering; Systems engineering","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":[0.003713284,0.001504113,0.001358252,0.0006783893,0.000670263,0.0007193901,0.001210322,0.0008827901,0.001878166],"category_scores_gemma":[0.008829022,0.0005105034,0.0006835014,0.000736783,0.0004737114,0.001011619,0.0006688894,0.0008903908,0.0005337613],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009103302,"about_ca_system_score_gemma":0.0007668505,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001683498,"about_ca_topic_score_gemma":0.001781905,"domain_scores_codex":[0.9983816,0.0006522245,0.0001200395,0.0004133157,0.0003244252,0.0001083567],"domain_scores_gemma":[0.9940059,0.00394517,0.0003215107,0.0008604154,0.0007617045,0.0001053186],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.002314919,0.001004712,0.005314333,0.0006232547,0.0002006402,0.0001598061,0.0001661622,0.1019632,0.7472908,0.002455825,0.001307747,0.1371986],"study_design_scores_gemma":[0.0001014025,0.0004720077,0.005590165,0.00002268065,0.0001147031,0.0001059435,0.00005512041,0.3912094,0.5982159,0.001986551,0.002061256,0.00006500647],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2339012,0.0006378632,0.7607324,0.0001643719,0.00006070977,0.0002626223,0.0003996735,0.002771324,0.001069825],"genre_scores_gemma":[0.5412921,0.0004157061,0.4553618,0.0001091441,0.00002529657,0.0007685864,0.0008320464,0.0004578189,0.0007374194],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003713284,"threshold_uncertainty_score":0.01963794,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03344493891532144,"score_gpt":0.3505734009865022,"score_spread":0.3171284620711808,"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."}}