{"id":"W4409792765","doi":"10.1139/cjb-2025-0008","title":"Insufficient collection capacity and facility, bane of plant taxonomic research in Nigeria","year":2025,"lang":"en","type":"article","venue":"Botany","topic":"Agricultural pest management studies","field":"Agricultural and Biological Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Biology; Botany","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008813779,0.0002632057,0.0003739883,0.00350584,0.002410201,0.003060648,0.001543798,0.0006512946,0.007370363],"category_scores_gemma":[0.01496122,0.0004113372,0.0002049717,0.00386174,0.001838089,0.002794231,0.002804844,0.0009498798,0.001040426],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002155903,"about_ca_system_score_gemma":0.01480558,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01355571,"about_ca_topic_score_gemma":0.02970767,"domain_scores_codex":[0.9946424,0.002045416,0.0009165096,0.0005962526,0.001314956,0.0004844049],"domain_scores_gemma":[0.9678959,0.01407948,0.006942856,0.003288123,0.005241952,0.002551574],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0003771927,0.0002256385,0.1355361,0.01389962,0.00007031266,0.003936041,0.01296792,0.0006548913,0.008871578,0.02137273,0.04361822,0.7584697],"study_design_scores_gemma":[0.00003952163,0.0002160204,0.2169298,0.01551152,0.00009336281,0.003916303,0.04695019,0.0005070511,0.002517446,0.008774553,0.7044675,0.00007673001],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5485899,0.2016174,0.020022,0.07257649,0.004925276,0.001837873,0.009169281,0.0004259746,0.1408359],"genre_scores_gemma":[0.8351765,0.1034062,0.03229367,0.006663721,0.001208575,0.001100894,0.004267735,0.0001163633,0.01576624],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01355571,"threshold_uncertainty_score":0.04661232,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06553379384212504,"score_gpt":0.2645954214352957,"score_spread":0.1990616275931706,"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."}}