{"id":"W4402746700","doi":"10.1021/cen-10229-cover6","title":"Karina Carneiro","year":2024,"lang":"en","type":"article","venue":"C&EN Global Enterprise","topic":"Biotechnology and Related Fields","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychology","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":"codex-gemma-dda1882f352a","candidate_categories":["research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00005986907,0.0001051177,0.0001406734,0.00004595689,0.00003012786,0.00001617069,0.00008823259,0.001363102,0.0002171956],"category_scores_gemma":[0.00003205021,0.00007987392,0.000106964,0.0002234584,0.00007916889,0.00003559201,0.0000689898,0.001070182,0.0008100438],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009396122,"about_ca_system_score_gemma":0.00005879926,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002865511,"about_ca_topic_score_gemma":0.000003340324,"domain_scores_codex":[0.9993621,0.00001262855,0.0001213185,0.0002235474,0.0000912617,0.0001891228],"domain_scores_gemma":[0.9996505,0.00001511857,0.000009907652,0.0002249563,0.00001508565,0.00008444845],"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":[0.0008485434,0.0007267576,0.04769645,0.00100824,0.001851665,0.01222306,0.001219369,0.00001309224,0.004617967,0.2408726,0.3324091,0.3565132],"study_design_scores_gemma":[0.001013497,0.0003968915,0.01599809,0.0007558877,0.0003802307,0.00210999,0.0001455549,0.00121279,0.00183489,0.002985189,0.972895,0.000271941],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5306855,0.02750019,0.004454837,0.08171298,0.004529038,0.0005345925,0.00004892166,0.002259221,0.3482747],"genre_scores_gemma":[0.9944113,0.0006239265,0.0002207356,0.001016952,0.0001239141,0.00000510106,0.00001001752,0.000009229715,0.003578775],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.640486,"threshold_uncertainty_score":0.9999679,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004214756614027424,"score_gpt":0.274582320536208,"score_spread":0.2703675639221806,"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."}}