{"id":"W1538108787","doi":"10.1017/cbo9781139003339.010","title":"Relating to aquatic insects:","year":2012,"lang":"en","type":"book-chapter","venue":"Cambridge University Press eBooks","topic":"Lepidoptera: Biology and Taxonomy","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lakehead University","funders":"","keywords":"Biology","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":[0.000192327,0.0009538402,0.0005425869,0.001645079,0.0008220255,0.001974247,0.0005737527,0.0009272688,0.1053037],"category_scores_gemma":[0.0005943995,0.0002693972,0.0004114769,0.002215495,0.0008136844,0.002605762,0.001272249,0.001531185,0.05343402],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006414045,"about_ca_system_score_gemma":0.0005476656,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001539316,"about_ca_topic_score_gemma":0.003635265,"domain_scores_codex":[0.9998425,0.00001916395,0.00001035365,0.00003225086,0.00007906854,0.00001663704],"domain_scores_gemma":[0.9998481,0.00005627509,0.00001063087,0.00001707762,0.00004212679,0.0000257918],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002340745,0.00004086472,0.0001108081,0.00127177,0.000005793606,0.0001100342,0.0004423208,0.0002661902,0.001623265,0.01898428,0.5815088,0.3956125],"study_design_scores_gemma":[7.782575e-7,0.000008848522,0.000247239,0.0002833741,0.000001384114,0.0001331049,0.00004815791,0.00001612354,0.0001111682,0.002004731,0.9971427,0.000002360681],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.001163823,0.2451476,0.005837012,0.003414672,0.01174948,0.0001314998,0.0008668981,0.0005195125,0.7311696],"genre_scores_gemma":[0.003931124,0.1409461,0.002884529,0.003033536,0.00337792,0.00008302199,0.0007794389,0.0002944153,0.8446698],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1053037,"threshold_uncertainty_score":0.352276,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02110795553572054,"score_gpt":0.1990739526776988,"score_spread":0.1779659971419783,"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."}}