{"id":"W2464142941","doi":"10.51847/qg3j4j9","title":"10.51847/Qg3J4J9","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Analytical Methods in Pharmaceuticals","field":"Chemistry","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Chromatography; Linearity; High-performance liquid chromatography; Methanol; Cutoff; Cushion; Phosphate buffered saline; Human immunodeficiency virus (HIV); Computer science; Chemistry; Physics; Medicine; Engineering; Virology; Mechanical engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001978495,0.0001513055,0.0002027723,0.00002788239,0.00005130812,0.00002926208,0.0003128698,0.000102702,0.9996523],"category_scores_gemma":[0.0002399568,0.0001468225,0.00008442767,0.0001562708,0.00006569432,0.00004647875,0.00006074655,0.0001970981,0.9891298],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004559117,"about_ca_system_score_gemma":0.00001767652,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002570583,"about_ca_topic_score_gemma":4.191133e-9,"domain_scores_codex":[0.99889,0.00003480056,0.0002183038,0.0002829559,0.0002216663,0.0003522543],"domain_scores_gemma":[0.9989822,0.000247188,0.00001906462,0.0004034368,0.00003254554,0.0003155993],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006434206,0.00005242046,2.824931e-7,0.00001497054,0.00002742177,0.00001197377,0.000003171334,0.00001509341,0.002832539,0.00001055294,0.01610484,0.9808624],"study_design_scores_gemma":[0.0001792019,0.0000160665,0.00000230271,0.0000165968,0.00004194372,0.000007826818,5.081686e-7,0.0007668544,0.005802737,0.00005496688,0.9929187,0.0001923221],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0004084918,0.00004919651,0.00001140418,0.0003318672,0.000001317651,0.00004427691,0.00001418622,0.0001952232,0.998944],"genre_scores_gemma":[0.0002399103,5.693748e-7,0.003697735,0.0002213094,0.0002173901,0.00001302631,0.000004866794,0.00003236518,0.9955728],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9806701,"threshold_uncertainty_score":0.598725,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02537607245097896,"score_gpt":0.2985555950534994,"score_spread":0.2731795226025204,"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."}}