{"id":"W4411659624","doi":"10.51847/x2cqus7","title":"10.51847/x2Cqus7","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Diverse Scientific Research Studies","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Malaria; Biology; Virology; Environmental health; Geography; Medicine; Immunology","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0007243392,0.00009925361,0.0001631597,0.00009948939,0.0007239038,0.00001779101,0.0002923297,0.00005799206,0.9991637],"category_scores_gemma":[0.0002523915,0.00008258835,0.00004302429,0.0003548898,0.00007439857,0.00009596385,0.0001984096,0.0002302388,0.9992419],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000840952,"about_ca_system_score_gemma":0.00009968059,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006768892,"about_ca_topic_score_gemma":7.993259e-7,"domain_scores_codex":[0.9983065,0.0002094422,0.0002098066,0.0002710424,0.0003914624,0.0006118071],"domain_scores_gemma":[0.9990085,0.0002212154,0.00002631953,0.000373701,0.000131908,0.0002383316],"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":[0.00003841829,0.00002207142,0.000002140451,0.0000122238,0.00001115357,0.000006275639,0.000169409,0.000004413276,0.00002262068,0.000003632221,0.6607621,0.3389456],"study_design_scores_gemma":[0.0002532144,0.00004885513,0.0002612876,0.00003636994,0.000005116861,2.826199e-7,0.00004178542,0.00003376833,0.000002301066,0.000005256255,0.99922,0.00009174026],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001167577,0.00002915257,1.981051e-7,0.00133134,0.00001885671,0.0005271466,0.00004121975,0.0001486021,0.9967359],"genre_scores_gemma":[0.00009600634,0.000001246952,0.00007965206,0.0001828329,0.0001548384,0.00008211651,0.00000919797,0.00001389025,0.9993802],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3388538,"threshold_uncertainty_score":0.5567756,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05233886286919404,"score_gpt":0.3645458150357879,"score_spread":0.3122069521665939,"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."}}