{"id":"W3199949550","doi":"10.1093/aobpla/plab059","title":"Principles of resilient coding for plant ecophysiologists","year":2021,"lang":"en","type":"article","venue":"AoB Plants","topic":"Genetics, Bioinformatics, and Biomedical Research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"University of Hawai'i at Mānoa; University of Hawai'i; National Science Foundation","keywords":"Biology","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":[0.02599281,0.00204841,0.001058976,0.003811255,0.002353054,0.007074579,0.007501494,0.002904458,0.009878176],"category_scores_gemma":[0.09452405,0.002299648,0.002991446,0.002461712,0.009082101,0.007146774,0.007491674,0.008802081,0.009696276],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001996184,"about_ca_system_score_gemma":0.005205549,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001714405,"about_ca_topic_score_gemma":0.001210446,"domain_scores_codex":[0.9771261,0.01055456,0.003692394,0.002968743,0.004894124,0.000764131],"domain_scores_gemma":[0.9367523,0.02813822,0.003436857,0.02104392,0.0094406,0.001188178],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000180556,0.0001388764,0.0014471,0.0006541248,0.00009220764,0.0004383714,0.00433588,0.009541079,0.009983301,0.7679027,0.03918277,0.1661031],"study_design_scores_gemma":[0.00009595147,0.00007583151,0.0004583018,0.0006284582,0.00004348346,0.0005237021,0.0002945992,0.04103749,0.00948134,0.7282583,0.2189607,0.0001419941],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0006007591,0.00006943463,0.9908987,0.001148977,0.0001613568,0.0001841975,0.000183028,0.004732773,0.002020782],"genre_scores_gemma":[0.006961132,0.000125008,0.9875925,0.000648895,0.0001224387,0.0008914486,0.0003064457,0.002205114,0.001146942],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.02599281,"threshold_uncertainty_score":0.1374648,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04234344229054125,"score_gpt":0.3027835705017848,"score_spread":0.2604401282112436,"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."}}