{"id":"W4409727879","doi":"10.1101/2025.04.10.648287","title":"Warm waters undermine cryptic female choice","year":2025,"lang":"en","type":"preprint","venue":"bioRxiv (Cold Spring Harbor Laboratory)","topic":"Physiological and biochemical adaptations","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Agence de l'Eau Rhône Méditerranée Corse","keywords":"Oceanography; Geology","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":[0.0001505983,0.0001664455,0.0002130248,0.0001735153,0.0002360341,0.0004517017,0.0001194829,0.0002939647,0.003411754],"category_scores_gemma":[0.0003730187,0.0001559821,0.0001643737,0.0001049158,0.0003484846,0.0002221804,0.0005498097,0.0002619365,0.0002478973],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002407431,"about_ca_system_score_gemma":0.0002106068,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002077847,"about_ca_topic_score_gemma":0.004369923,"domain_scores_codex":[0.9999086,0.00001620105,0.000005281913,0.00002846742,0.0000162945,0.0000251947],"domain_scores_gemma":[0.9996182,0.00006156729,0.0001654118,0.00002721529,0.00002859516,0.00009897847],"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":[0.0009751433,0.00007744587,0.1394705,0.0001146755,0.00008386523,0.0001719171,0.000244281,0.0004235896,0.8513038,0.0003819199,0.0003465381,0.006406437],"study_design_scores_gemma":[0.00001477084,0.0002090584,0.9790739,0.000008848244,0.00002424552,0.00008018701,0.0002631982,0.0005321043,0.01903391,0.0002916648,0.0004573855,0.00001078835],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992164,0.00006279552,0.00009409524,0.00003673941,0.000003570289,0.000001216943,0.00005898469,0.000005660977,0.0005205178],"genre_scores_gemma":[0.9995121,0.00003468534,0.00008042723,0.00004763862,0.000003369819,0.000001715316,0.00003958139,0.000005958056,0.0002746193],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003411754,"threshold_uncertainty_score":0.0114134,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01897948470825749,"score_gpt":0.2233756401791561,"score_spread":0.2043961554708986,"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."}}