{"id":"W6968481733","doi":"10.5281/zenodo.15196134","title":"Hofmannophila pseudospretella","year":2023,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Insects and Parasite Interactions","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"PEST analysis; Larva; Pearl; Pest control; Czech","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":[0.00006583174,0.0004540799,0.0001126903,0.0005910092,0.0004336204,0.0003259025,0.0001442738,0.0002119708,0.005289308],"category_scores_gemma":[0.0002043822,0.0001011635,0.0001290641,0.0002895672,0.0001805052,0.0005000036,0.0003532077,0.0002188941,0.001827648],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000423748,"about_ca_system_score_gemma":0.000179884,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005190602,"about_ca_topic_score_gemma":0.007662125,"domain_scores_codex":[0.9999332,0.00000687551,0.000007864198,0.00001855878,0.00001632245,0.00001710119],"domain_scores_gemma":[0.9998964,0.00002196803,0.00004118625,0.00001045472,0.00001812284,0.00001180755],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.001068034,0.000171165,0.0750451,0.002187396,0.0000890082,0.006235935,0.001973875,0.002040153,0.4514521,0.008711445,0.03040187,0.4206239],"study_design_scores_gemma":[0.0001421112,0.0007528439,0.5067322,0.0005020918,0.00007375152,0.008979422,0.001701909,0.001465882,0.03502451,0.002073439,0.4424826,0.00006924312],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8495885,0.008096004,0.004394189,0.0004549681,0.0003464107,0.0002065582,0.007653967,0.0006331313,0.1286263],"genre_scores_gemma":[0.9688774,0.002492394,0.002030306,0.0002642913,0.00005141028,0.00006859539,0.002611985,0.00001852714,0.02358517],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005289308,"threshold_uncertainty_score":0.01769453,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03202223460586023,"score_gpt":0.2556288938543056,"score_spread":0.2236066592484454,"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."}}