{"id":"W4415548987","doi":"10.56222/28166531.2025.51","title":"Update on knowledge of Mallochiola gagates (McAtee & Malloch, 1924) in Canada (Hemiptera: Microphysidae)","year":2025,"lang":"","type":"article","venue":"Specimen","topic":"Hemiptera Insect Studies","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Espace pour la vie","funders":"McGill University","keywords":"Extant taxon; Genus; Entomology; National park; Taxonomy (biology)","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002679204,0.0005977776,0.0009425163,0.00009523711,0.0002723778,0.00006518201,0.0008871318,0.0001757033,0.002071853],"category_scores_gemma":[0.000101603,0.0003156071,0.0001964807,0.001201973,0.0002367805,0.0000994992,0.000590699,0.0004893798,0.0003084307],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009198523,"about_ca_system_score_gemma":0.0004710755,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6720249,"about_ca_topic_score_gemma":0.9535697,"domain_scores_codex":[0.9966233,0.0002004286,0.001025307,0.0009070435,0.0003018029,0.0009420732],"domain_scores_gemma":[0.9984961,0.0006141163,0.0002651266,0.000295651,0.0001775335,0.0001514686],"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":[0.0007515658,0.001591334,0.1879856,0.000582409,0.0006559014,0.00008081507,0.001486179,0.0001087013,0.6541545,0.004492417,0.06113131,0.08697917],"study_design_scores_gemma":[0.001057347,0.0003236638,0.6428194,0.001238073,0.00007898817,0.000002358024,0.001021587,0.00003608441,0.09200878,0.001134446,0.2592183,0.001060992],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9347541,0.003418157,3.73741e-7,0.003445116,0.0009721249,0.000488925,0.0001638479,0.00002021098,0.05673709],"genre_scores_gemma":[0.9886723,0.0009887298,0.00005936948,0.0008139396,0.00028306,0.0000330159,0.00004823482,0.000005033859,0.009096384],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5621458,"threshold_uncertainty_score":0.9999296,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01297180503996562,"score_gpt":0.228309942864053,"score_spread":0.2153381378240874,"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."}}