{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004155757,0.00006484957,0.0001313614,0.00002806569,0.0001558483,0.00002004593,0.00009335237,0.0000400467,0.00002683481],"category_scores_gemma":[0.00005013556,0.00002387619,0.00001983413,0.0006039756,0.0001041211,0.00004085558,0.0001702203,0.00009040556,0.000005868037],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006183646,"about_ca_system_score_gemma":0.000003700856,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00121662,"about_ca_topic_score_gemma":0.00978718,"domain_scores_codex":[0.9992616,0.00009026493,0.0001610314,0.0001960379,0.0001244903,0.0001666199],"domain_scores_gemma":[0.9997245,0.0001494375,0.00003066886,0.00003103759,0.00004424422,0.00002008204],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002204351,0.0005925483,0.6185895,0.0001236567,0.00005976051,0.000006846018,0.000655861,0.00002224912,0.3204474,0.002346099,0.03990575,0.01702981],"study_design_scores_gemma":[0.00009141487,0.00009145329,0.9852445,0.00002894241,0.000001988257,5.057893e-7,0.0009502469,0.0000330051,0.0004780203,0.0002896379,0.01273521,0.00005505231],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9953704,0.0001623295,7.503606e-7,0.001649727,0.00005999109,0.0003056107,0.00004492669,0.00001440238,0.002391893],"genre_scores_gemma":[0.9990911,0.00009823699,0.00001350001,0.00002160195,0.00001263238,0.00002278137,0.00000340973,1.041884e-7,0.000736613],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.366655,"threshold_uncertainty_score":0.5461476,"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."}}