{"id":"W4402162814","doi":"10.1007/978-981-99-1470-8_32-1","title":"Family Heterogastridae Stål, 1872","year":2023,"lang":"en","type":"book-chapter","venue":"","topic":"Hemiptera Insect Studies","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Computer science","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":[0.00006261763,0.0007363721,0.000371416,0.0009747773,0.0006293671,0.0005750936,0.0005819081,0.0004845114,0.03973418],"category_scores_gemma":[0.00009856233,0.0001873326,0.0001643744,0.000799344,0.0004318641,0.001145366,0.0004582806,0.0007750434,0.02413378],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003215254,"about_ca_system_score_gemma":0.0002975434,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002066905,"about_ca_topic_score_gemma":0.004411313,"domain_scores_codex":[0.9999436,0.000006342564,0.000003578132,0.00001631418,0.00002083579,0.000009299059],"domain_scores_gemma":[0.9999783,0.000004444734,0.000004509591,0.000002877226,0.000005449788,0.000004366854],"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":[0.0001081114,0.00003845061,0.001580612,0.0002852222,0.00001518015,0.0003469495,0.0003794029,0.0003973269,0.007854805,0.01955641,0.07760371,0.8918338],"study_design_scores_gemma":[0.000006570836,0.00005698585,0.004283073,0.00006972145,0.000008754871,0.001203283,0.00009840837,0.0001528696,0.000602352,0.002282903,0.9912282,0.000006891893],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01900617,0.05542434,0.01169049,0.0007860016,0.002835802,0.0002606104,0.003713115,0.0007582704,0.9055253],"genre_scores_gemma":[0.06537008,0.03231195,0.00663489,0.001056515,0.0008073009,0.0002155294,0.003575135,0.0001738841,0.8898547],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03973418,"threshold_uncertainty_score":0.1329241,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06046519347798434,"score_gpt":0.2223656768243054,"score_spread":0.1619004833463211,"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."}}