{"id":"W4417415832","doi":"10.1098/rsos.251698","title":"Genomic insights into kin selection and developmental conflict in co-occurring hairworm parasites","year":2025,"lang":"en","type":"article","venue":"Royal Society Open Science","topic":"Parasite Biology and Host Interactions","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Marsden Fund","keywords":"Kin selection; Host (biology); Selection (genetic algorithm); Kin recognition; Kinship; Genome; Genetic Fitness; Natural selection","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004716452,0.0001066374,0.0001185635,0.00004016945,0.000831571,0.0001639561,0.0006040797,0.00006462703,0.0003434536],"category_scores_gemma":[0.00004618498,0.00009956874,0.00002664878,0.0005504194,0.0006239709,0.0004957521,0.0006526578,0.0001697793,0.0001584501],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006297639,"about_ca_system_score_gemma":0.0001161288,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002557265,"about_ca_topic_score_gemma":0.001825649,"domain_scores_codex":[0.9989557,0.00002899403,0.000167041,0.000465576,0.0001273129,0.0002553691],"domain_scores_gemma":[0.9997174,0.00006930713,0.00004302783,0.00008884977,0.000008804955,0.00007263393],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000009165261,0.00003825465,0.9449561,0.000002156635,0.000005688018,5.490057e-7,0.002439229,0.0002923525,0.04755343,0.0002221437,0.000816361,0.003664535],"study_design_scores_gemma":[0.0002177214,0.00002036091,0.9561173,0.00001676525,0.000003115603,0.00000320578,0.0005873331,0.006378384,0.008055235,0.0001733057,0.02829436,0.0001329297],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9654942,0.00005135404,0.0002474557,0.0001196964,0.00009449583,0.0002329766,9.925061e-7,0.00001667741,0.03374217],"genre_scores_gemma":[0.9943244,0.00002391017,0.003294071,0.0007578331,0.000007380928,0.00002739698,0.000002217841,0.000002658663,0.001560061],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0394982,"threshold_uncertainty_score":0.6395856,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01515905877287074,"score_gpt":0.3412214630364589,"score_spread":0.3260624042635882,"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."}}