{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002435975,0.000822301,0.0004538084,0.001024731,0.0060951,0.006050337,0.001411115,0.00292698,0.06415661],"category_scores_gemma":[0.0106252,0.000364454,0.0002987575,0.0006773078,0.002512834,0.003989369,0.003766958,0.005706175,0.02381342],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004445918,"about_ca_system_score_gemma":0.009534735,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01324347,"about_ca_topic_score_gemma":0.02085255,"domain_scores_codex":[0.996439,0.0008976635,0.0001285943,0.0008528376,0.001121295,0.0005605984],"domain_scores_gemma":[0.9947737,0.0009219883,0.0003173067,0.0002363534,0.001703606,0.002047048],"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":[0.00003422192,0.00001717686,0.000303837,0.0002024493,0.000004888555,0.0004108011,0.002678101,0.00005145315,0.0003327692,0.02166897,0.948103,0.0261924],"study_design_scores_gemma":[9.512519e-7,0.000002636738,0.00008419214,0.0000809858,0.00000109517,0.000275613,0.0008532049,0.00001280808,0.00007983836,0.0006982437,0.9979035,0.000006991263],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.005046363,0.05166736,0.002683867,0.5633935,0.04315485,0.00008955971,0.0005520911,0.0005449276,0.3328674],"genre_scores_gemma":[0.07881597,0.03475203,0.001935876,0.1683784,0.004656685,0.00017133,0.0002688092,0.0007410077,0.7102798],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.06415661,"threshold_uncertainty_score":0.2146253,"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."}}