{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008389158,0.0004530996,0.000626393,0.0006323828,0.001597553,0.003791245,0.0009065908,0.001398412,0.01459547],"category_scores_gemma":[0.001857975,0.0004160806,0.0003817289,0.0004503933,0.001397475,0.003823741,0.003517661,0.003688603,0.007234504],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008721752,"about_ca_system_score_gemma":0.000729561,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003165676,"about_ca_topic_score_gemma":0.0005575619,"domain_scores_codex":[0.9993399,0.00009042327,0.00002473676,0.0001593086,0.0002272018,0.0001583751],"domain_scores_gemma":[0.9989669,0.0001479007,0.00008373772,0.0001803055,0.0001718004,0.0004492631],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0002274789,0.0000911742,0.002115334,0.0003848921,0.00002095115,0.0004476693,0.0007828866,0.001372499,0.1446148,0.6628714,0.06697423,0.1200966],"study_design_scores_gemma":[0.00002467376,0.0001543942,0.002551185,0.0001771088,0.00002181848,0.001306906,0.0009356222,0.003288911,0.04371585,0.2320379,0.7157302,0.00005532327],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2218778,0.0371775,0.1788705,0.03514178,0.01948144,0.0002377915,0.001551061,0.002895786,0.5027664],"genre_scores_gemma":[0.7653079,0.01967032,0.05248806,0.007318482,0.002678397,0.0003001884,0.002207294,0.001208086,0.1488213],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01459547,"threshold_uncertainty_score":0.04882675,"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."}}