{"id":"W4224242990","doi":"10.1016/j.xcrm.2022.100593","title":"Subodh Verma","year":2022,"lang":"en","type":"article","venue":"Cell Reports Medicine","topic":"Health and Medical Research Impacts","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":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002987279,0.0001428407,0.0004197962,0.0002209679,0.0002464537,0.000003373385,0.00008651184,0.00005184355,0.0128802],"category_scores_gemma":[0.01303862,0.0001058277,0.00006776232,0.000471947,0.0001894752,0.00003454634,0.0001227655,0.0008150089,0.0000447859],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003497472,"about_ca_system_score_gemma":0.003465791,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002385535,"about_ca_topic_score_gemma":0.000001413834,"domain_scores_codex":[0.9961671,0.00009360859,0.0005764821,0.0003525639,0.001891771,0.0009185008],"domain_scores_gemma":[0.9937305,0.000170928,0.0001572692,0.0006068575,0.0001189462,0.005215543],"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":[0.0002560056,0.0003495263,0.01120471,0.0003923211,0.00002026926,0.02908076,0.0006667422,0.000003200487,0.01302655,0.00002734102,0.921422,0.02355057],"study_design_scores_gemma":[0.001741338,0.001839878,0.004447894,0.00007437848,0.00005141471,0.0045803,0.0009658253,0.0000517288,0.001379267,0.0001147266,0.9846526,0.0001006723],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5775286,0.004434409,0.0001580517,0.09483193,0.002432816,0.001324235,0.000004351715,0.0002321306,0.3190535],"genre_scores_gemma":[0.9447983,0.000233398,0.00006002999,0.02567827,0.0007274078,0.00007621169,0.00009942493,0.00003025934,0.02829671],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3672697,"threshold_uncertainty_score":0.995275,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1081110374761633,"score_gpt":0.4056241741474738,"score_spread":0.2975131366713104,"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."}}