{"id":"W2768267494","doi":"10.11646/zootaxa.4358.3.9","title":"Dolichocephala Macquart of Thailand (Diptera: Empididae: Clinocerinae)","year":2017,"lang":"en","type":"article","venue":"Zootaxa","topic":"Diptera species taxonomy and behavior","field":"Agricultural and Biological Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Food Inspection Agency","funders":"","keywords":"Biology; Biogeography; Key (lock); Phenology; Taxonomy (biology); Zoology; Ecology; Botany","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009386255,0.0006165395,0.00015838,0.0009844661,0.0007078285,0.0005294318,0.0001928993,0.0001557811,0.004492],"category_scores_gemma":[0.0002304731,0.0001407657,0.0001171361,0.0006093979,0.0003726731,0.0004394632,0.0007005188,0.0003320043,0.0008504267],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002794139,"about_ca_system_score_gemma":0.0002785999,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009574418,"about_ca_topic_score_gemma":0.02343689,"domain_scores_codex":[0.99994,0.000008269692,0.00001017658,0.00001329392,0.00001366738,0.00001451084],"domain_scores_gemma":[0.9997272,0.00002884292,0.0001148005,0.00001308573,0.00003668976,0.00007938142],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006965004,0.00009285551,0.4641982,0.001717089,0.0001283892,0.004371578,0.005190318,0.0006786587,0.05717941,0.0007705708,0.005036889,0.4599395],"study_design_scores_gemma":[0.00002338108,0.0005423875,0.9323465,0.000281012,0.00007014134,0.009743349,0.003560507,0.00056349,0.002395971,0.0003059297,0.05013168,0.00003565012],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9714823,0.008538251,0.001110631,0.0002630121,0.00004829298,0.0001120714,0.002357492,0.000160575,0.01592726],"genre_scores_gemma":[0.9879436,0.003931357,0.002508932,0.0001328787,0.00001888456,0.00004757287,0.001727259,0.00001004783,0.003679403],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009574418,"threshold_uncertainty_score":0.01903737,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03480630539880757,"score_gpt":0.2579931312506566,"score_spread":0.223186825851849,"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."}}