{"id":"W4387873105","doi":"10.1021/cen-10135-newscripts","title":"Canned science: WD-40 and Oscar the Grouch","year":2023,"lang":"en","type":"article","venue":"C&EN Global Enterprise","topic":"International Science and Diplomacy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00226291,0.0008348862,0.0003021294,0.001009632,0.01488902,0.006844827,0.0008743252,0.00507094,0.03012836],"category_scores_gemma":[0.003845922,0.0003684521,0.0003338069,0.0007978604,0.006438746,0.003735108,0.00241968,0.008797443,0.008571465],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02293785,"about_ca_system_score_gemma":0.03429093,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.6899597,"about_ca_topic_score_gemma":0.8648281,"domain_scores_codex":[0.9977401,0.0001763725,0.00003716822,0.0002244341,0.001199554,0.0006223767],"domain_scores_gemma":[0.9964451,0.0002656016,0.00006506736,0.00009066021,0.001592161,0.001541392],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000009095932,0.000006813773,0.0001506757,0.0000127298,0.000001568141,0.00006662159,0.0003712855,0.00001164182,0.000120153,0.005729281,0.9881895,0.005330698],"study_design_scores_gemma":[0.000001722327,0.000003219425,0.0002603852,0.00002876176,9.691685e-7,0.00003047284,0.000742436,0.00001063207,0.0000759114,0.0005858401,0.9982517,0.000007797034],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.002312693,0.01888824,0.0005554132,0.801713,0.0368754,0.00004131428,0.0003085498,0.0002507567,0.1390546],"genre_scores_gemma":[0.02391874,0.01027894,0.0007204978,0.2116754,0.003825198,0.00002242011,0.0001779282,0.0002419493,0.749139],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.6899597,"threshold_uncertainty_score":0.6237323,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01177380432582752,"score_gpt":0.3654920171283384,"score_spread":0.3537182128025109,"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."}}