{"id":"W4406535403","doi":"10.1016/0967-0653(93)92891-m","title":"10.1016/0967-0653(93)92891-m","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Analytical chemistry methods development","field":"Chemistry","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Certification; TRACE (psycholinguistics); Certified reference materials; Control (management); Environmental science; Business; Computer science; Chemistry; Artificial intelligence; Chromatography; Economics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000971877,0.002046217,0.001396434,0.00232276,0.002264042,0.00331756,0.002743105,0.003982955,0.9861538],"category_scores_gemma":[0.001496843,0.0009165114,0.001264036,0.001789765,0.001756972,0.00393634,0.002617259,0.002043704,0.9907942],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008550349,"about_ca_system_score_gemma":0.000819353,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003681939,"about_ca_topic_score_gemma":0.003063774,"domain_scores_codex":[0.9995085,0.00003518509,0.00003506356,0.0001720236,0.0001475029,0.0001017572],"domain_scores_gemma":[0.9983149,0.000397258,0.00009836465,0.0001775857,0.0003821213,0.0006297808],"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":[0.0003561232,0.0002801224,0.0009428167,0.0005487849,0.00003977644,0.0002593919,0.0001113989,0.0003582643,0.003530987,0.004739237,0.3649279,0.6239051],"study_design_scores_gemma":[0.00004577767,0.0001264611,0.0009053872,0.0002644008,0.00001607202,0.0004287237,0.0001171356,0.000178516,0.0005763716,0.0006963098,0.9966245,0.00002028549],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000480507,0.0003632656,0.0009543581,0.0004295857,0.000262684,0.0001209029,0.0006100874,0.00101858,0.99576],"genre_scores_gemma":[0.0007437287,0.0002516654,0.0005220179,0.0002262128,0.00007845293,0.00005321762,0.0004265349,0.0001567556,0.9975414],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01384616,"threshold_uncertainty_score":0.01974976,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01134606013528035,"score_gpt":0.2119411576343551,"score_spread":0.2005950974990747,"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."}}