{"id":"W1968892722","doi":"10.1016/j.jala.2004.04.002","title":"SOS—A Sample Ordering System for Delivering “Assay-Ready” Compound Plates for Drug Screening","year":2004,"lang":"en","type":"article","venue":"JALA Journal of the Association for Laboratory Automation","topic":"Microfluidic and Capillary Electrophoresis Applications","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Merck Canada Inc. (Canada)","funders":"","keywords":"Computer science; Drug discovery; Sample (material); Microtiter plate; Chemistry; Chromatography; Bioinformatics; Biology","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":[0.002215583,0.001806304,0.001451778,0.002817247,0.0009564788,0.001597606,0.002299716,0.000867649,0.03322748],"category_scores_gemma":[0.002918069,0.001402186,0.001040997,0.001552385,0.0005992297,0.001749079,0.001839256,0.001636364,0.02147564],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008273855,"about_ca_system_score_gemma":0.002317221,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002085333,"about_ca_topic_score_gemma":0.002268,"domain_scores_codex":[0.9976803,0.000231668,0.0003313807,0.0004410735,0.001156235,0.0001593644],"domain_scores_gemma":[0.9970529,0.0005694262,0.0004285247,0.0005826024,0.0009501281,0.0004164543],"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":[0.003566872,0.0004859812,0.005493571,0.001130135,0.0001550539,0.0004684618,0.0002549549,0.001034277,0.6375126,0.003108188,0.1262511,0.2205389],"study_design_scores_gemma":[0.0006503718,0.001375644,0.006084559,0.0001324551,0.0001704937,0.001076316,0.0000880906,0.02414624,0.6190565,0.001057759,0.3458031,0.0003584614],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.04062974,0.001050397,0.5630256,0.0006205185,0.001316748,0.004440065,0.02711079,0.3496452,0.01216094],"genre_scores_gemma":[0.1145215,0.001718826,0.7655954,0.002337534,0.0006302356,0.005733366,0.05065439,0.0153366,0.04347209],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.03322748,"threshold_uncertainty_score":0.111157,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00679139619167907,"score_gpt":0.209115941765743,"score_spread":0.202324545574064,"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."}}