{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009760518,0.000812753,0.001293234,0.007544338,0.002426193,0.003122884,0.001886633,0.001521511,0.008859385],"category_scores_gemma":[0.002708271,0.0005287562,0.0006320251,0.005844353,0.002517413,0.004945787,0.001796962,0.001716557,0.002591588],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002766335,"about_ca_system_score_gemma":0.00973342,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2439107,"about_ca_topic_score_gemma":0.4249269,"domain_scores_codex":[0.9989945,0.00005198931,0.0001696388,0.0002378231,0.0004162735,0.0001298357],"domain_scores_gemma":[0.9969624,0.0005340172,0.0006454396,0.0001849321,0.001312255,0.0003608921],"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":[0.0002444602,0.0001088369,0.05119888,0.01876908,0.0002475228,0.002065776,0.005531764,0.000322049,0.008600074,0.002304311,0.05911488,0.8514923],"study_design_scores_gemma":[0.000007442465,0.00004634966,0.07939411,0.005656945,0.0006102995,0.003536496,0.002820972,0.0001168653,0.0007452789,0.001187887,0.9058164,0.00006086851],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.03732919,0.9002379,0.002337667,0.004216713,0.001353806,0.00007813759,0.009539077,0.0003394259,0.04456814],"genre_scores_gemma":[0.2451236,0.7098601,0.009120113,0.00631421,0.001509478,0.00008283393,0.01916365,0.0001304645,0.008695632],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7560893,"threshold_uncertainty_score":0.484982,"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."}}