{"id":"W1933589677","doi":"","title":"Challenging Spore Types","year":2014,"lang":"en","type":"article","venue":"The AAAAI/WAO Joint Congress","topic":"Plant Pathogens and Fungal Diseases","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002175548,0.0001396229,0.0001338547,0.00002259283,0.0001328103,0.00003048193,0.0002213307,0.00007182526,0.00005921071],"category_scores_gemma":[0.00009598416,0.00009479522,0.00009676049,0.00004064077,0.00007819999,0.000002922282,0.0001180206,0.00007499844,0.00007687926],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00000401175,"about_ca_system_score_gemma":0.00001820813,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007957885,"about_ca_topic_score_gemma":0.00001385883,"domain_scores_codex":[0.9992169,0.00006752688,0.0001349165,0.0002330012,0.0001093322,0.0002383016],"domain_scores_gemma":[0.9993709,0.00001893986,0.00006238269,0.0004220816,0.00004717084,0.000078522],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001360136,0.00008893885,0.00294251,0.00005489781,0.0001433247,0.00002157089,0.00007554091,0.0002760638,0.9644802,0.004604398,0.01269649,0.01448005],"study_design_scores_gemma":[0.001397463,0.000499698,0.03988438,0.0001627798,0.0001961129,0.000171594,0.000314477,0.003220302,0.143344,0.001208549,0.8085163,0.001084343],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9795586,0.00271127,0.0007009388,0.0006082957,0.0006270309,0.0002616657,0.0001626623,0.00005100914,0.01531849],"genre_scores_gemma":[0.9972143,0.000268195,0.00006289998,0.0004912914,0.0004364027,0.00002198355,0.000116112,0.00001949941,0.00136927],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8211362,"threshold_uncertainty_score":0.3865637,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01244411727627173,"score_gpt":0.2161675969469626,"score_spread":0.2037234796706908,"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."}}