{"id":"W2951453703","doi":"10.1128/msphere.00299-19","title":"mSphere of Influence: Start with an Interesting Biological Phenomenon","year":2019,"lang":"en","type":"article","venue":"mSphere","topic":"Antifungal resistance and susceptibility","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Candida albicans; Phenomics; Biology; Functional genomics; Computational biology; Genetics; Genomics; Genome; Gene","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001673274,0.0001361695,0.0003370057,0.00001292206,0.00003016164,0.0000098327,0.0001093915,0.00009523953,0.002014218],"category_scores_gemma":[0.00007030526,0.00008757508,0.00004982365,0.0001470225,0.0001338097,0.0001213187,0.00003484261,0.000193504,0.00009339665],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004074648,"about_ca_system_score_gemma":0.00009741807,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007434635,"about_ca_topic_score_gemma":0.0001496911,"domain_scores_codex":[0.9989828,0.00004230004,0.0002397219,0.0003061622,0.0002012717,0.00022767],"domain_scores_gemma":[0.999178,0.00005122975,0.0000890753,0.0004238248,0.0001449202,0.0001129621],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009699598,0.0001507586,0.9635002,0.0001691343,0.00002828597,0.00001642328,0.0002376386,0.00002483803,0.03041593,0.0001566139,0.00004904505,0.004281168],"study_design_scores_gemma":[0.001315116,0.003862118,0.9864826,0.0005005507,0.00003120174,0.00001339787,0.003678663,0.0001213833,0.002500264,0.0002148648,0.001086663,0.0001932206],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9826555,0.0002276522,0.00005547437,0.00004866191,0.00002846673,0.000295245,0.000005381507,0.00005258802,0.01663106],"genre_scores_gemma":[0.9965631,0.00001365052,0.001869589,0.0001691755,0.00003856569,0.000004089532,0.00001039512,0.00001429824,0.001317095],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02791567,"threshold_uncertainty_score":0.9988981,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02338958051065504,"score_gpt":0.2771219344224899,"score_spread":0.2537323539118349,"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."}}