{"id":"W6926913407","doi":"10.25446/oxford.25927597","title":"War in the Desert - part 2. The continuing story about my Dad - Frederick Goodin","year":2024,"lang":"en","type":"other","venue":"University of Oxford","topic":"Microbial Natural Products and Biosynthesis","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Battle; Desert (philosophy); Battlefield; Adversary; Infantry; Turning point","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002865449,0.0001514367,0.0002869057,0.0001293019,0.00004005347,0.000008486678,0.0003319769,0.000179733,0.001409291],"category_scores_gemma":[0.00004664405,0.00008750069,0.0001330452,0.0001749152,0.0001930125,0.0000223352,0.00008349949,0.0004621113,0.00006269949],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004673443,"about_ca_system_score_gemma":0.00004199494,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007980867,"about_ca_topic_score_gemma":0.0007980483,"domain_scores_codex":[0.9992731,0.00007570538,0.00008815489,0.0002371787,0.0001641162,0.0001617716],"domain_scores_gemma":[0.9994376,0.00004866701,0.0001028345,0.000359349,0.00002351076,0.00002804557],"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":[0.00004626643,0.00003365254,0.00006113598,0.0002001502,0.00009641792,0.00008503919,0.002032188,7.407191e-8,0.0004348781,0.0001206236,0.9920493,0.004840262],"study_design_scores_gemma":[0.0002499087,0.00004041247,0.0002546111,0.0008731135,0.0002013415,0.00001033254,0.002725055,0.000001878434,0.00009727076,0.00001268018,0.9954307,0.0001027148],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01815483,0.0172213,0.000009313548,0.01600841,0.0009962191,0.00126355,0.0001603625,0.0001407495,0.9460453],"genre_scores_gemma":[0.04305779,0.00288544,0.0001896141,0.0003557123,0.0004584481,7.604709e-8,0.0000281314,0.00008146165,0.9529433],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02490296,"threshold_uncertainty_score":0.9995036,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01306848240218026,"score_gpt":0.2125658930998921,"score_spread":0.1994974106977118,"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."}}