{"id":"W3170431451","doi":"10.1371/journal.pone.0252920","title":"No water, no mating: Connecting dots from behaviour to pathways","year":2021,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Physiological and biochemical adaptations","field":"Environmental Science","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Laurentian University","funders":"Science and Engineering Research Board; Ahmedabad University","keywords":"Biology; Desiccation; Reproductive success; Insect; Mating; Drosophila melanogaster; Desiccation tolerance; Ecology; Metabolomics; Drosophila (subgenus); Zoology; Parus; Longevity; Genetics; Bioinformatics","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":[0.0006290919,0.0004276488,0.0004932659,0.0006121612,0.0007693762,0.003190505,0.0006719608,0.001140945,0.006079291],"category_scores_gemma":[0.001767186,0.0003472948,0.0003968327,0.0005503233,0.003019199,0.005061518,0.00206668,0.001626615,0.00114082],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007324318,"about_ca_system_score_gemma":0.0007573089,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001721255,"about_ca_topic_score_gemma":0.002320731,"domain_scores_codex":[0.9993631,0.000190374,0.00003000182,0.0001985593,0.00009395839,0.0001239507],"domain_scores_gemma":[0.9985223,0.0004211891,0.0002394759,0.0001804648,0.0002317534,0.0004047607],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.001063041,0.0003859727,0.06723969,0.002076029,0.0004228056,0.002095513,0.007982788,0.006921327,0.1056956,0.4294046,0.01866593,0.3580467],"study_design_scores_gemma":[0.00006228338,0.0007512491,0.1840963,0.001239496,0.0001807619,0.001425416,0.00728789,0.01050139,0.01378675,0.6529852,0.1273819,0.0003012777],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5107085,0.0538421,0.2431745,0.0456968,0.002396305,0.0001375949,0.002321474,0.001395049,0.1403278],"genre_scores_gemma":[0.9472735,0.01263094,0.02375914,0.003550493,0.0002920363,0.00008121318,0.0004636529,0.0002150863,0.01173389],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006079291,"threshold_uncertainty_score":0.02033722,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05776735638444484,"score_gpt":0.2099154295559601,"score_spread":0.1521480731715153,"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."}}