{"id":"W6942022670","doi":"10.1371/journal.pone.0302283.s004","title":"Fuzzy coded matrix.","year":2024,"lang":"en","type":"article","venue":"Figshare","topic":"Mycorrhizal Fungi and Plant Interactions","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pollinator; Pollination; DNA barcoding; Nectar; Identification (biology); Mitochondrial DNA; Hymenoptera; Cytochrome c oxidase subunit I; Introduced species","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001123658,0.0008085253,0.0007079084,0.001875017,0.001048225,0.003361917,0.001231741,0.0009952143,0.1575751],"category_scores_gemma":[0.005550038,0.0002428818,0.0008327449,0.002247032,0.0008402754,0.001778768,0.001285787,0.0009338982,0.03454278],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001500842,"about_ca_system_score_gemma":0.00170837,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004640961,"about_ca_topic_score_gemma":0.004969771,"domain_scores_codex":[0.9984528,0.0003124624,0.0002072967,0.0004806203,0.00042397,0.0001227726],"domain_scores_gemma":[0.9982983,0.0005616354,0.0001612831,0.0002139831,0.0006757797,0.0000890014],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004446734,0.0001171564,0.002973957,0.00132732,0.0001024383,0.0005874101,0.0006418073,0.01758298,0.003280749,0.1861621,0.1239567,0.6628228],"study_design_scores_gemma":[0.00008334887,0.0002292245,0.004597566,0.0007237879,0.00006454678,0.0008871164,0.00165298,0.1076542,0.002308928,0.2434445,0.6382431,0.0001105842],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.02481239,0.002952918,0.4959802,0.00409315,0.002517406,0.002032639,0.03562353,0.003816063,0.4281717],"genre_scores_gemma":[0.254038,0.002220666,0.4916864,0.00126643,0.0005825931,0.002079505,0.03111091,0.0004642794,0.2165512],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8424249,"threshold_uncertainty_score":0.5271413,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02649110900465052,"score_gpt":0.2480651311853762,"score_spread":0.2215740221807256,"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."}}