{"id":"W6893033852","doi":"10.5281/zenodo.14797553","title":"Liriomyza trifolii","year":2025,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Genetic and Environmental Crop Studies","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Malaise; Sativum; Larrea; Wadi; Lablab purpureus; Hay","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":[],"consensus_categories":[],"category_scores_codex":[0.0001854327,0.0004383739,0.0002076854,0.0007987075,0.000810952,0.0002554544,0.0003330736,0.0003255671,0.005027097],"category_scores_gemma":[0.0002255114,0.0001473113,0.00012875,0.0005061332,0.0002381661,0.0005605403,0.0003600386,0.0002869526,0.00192849],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008802267,"about_ca_system_score_gemma":0.0002176839,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008973082,"about_ca_topic_score_gemma":0.019721,"domain_scores_codex":[0.9999124,0.00001150003,0.00000792046,0.00002796107,0.00002365156,0.00001665549],"domain_scores_gemma":[0.9998605,0.0000209088,0.00005553979,0.00001267891,0.00003464756,0.00001564768],"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":[0.001085037,0.0001198739,0.09081177,0.001440461,0.00008871339,0.002992228,0.004013603,0.001500047,0.322859,0.006927019,0.03036819,0.537794],"study_design_scores_gemma":[0.00008714624,0.0005378992,0.5779092,0.0004543388,0.0001306306,0.004953524,0.001770935,0.001555902,0.01068686,0.0009244386,0.4009377,0.00005134739],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8198721,0.01328597,0.004396325,0.0008427648,0.0001259977,0.0001708727,0.003120113,0.0005871244,0.1575987],"genre_scores_gemma":[0.9699135,0.002179095,0.003574677,0.0004757459,0.00007087097,0.0001021507,0.002463649,0.00003256241,0.02118783],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008973082,"threshold_uncertainty_score":0.0178417,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02589389666671317,"score_gpt":0.2110631442450306,"score_spread":0.1851692475783174,"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."}}