{"id":"W6929581278","doi":"10.5061/dryad.v15dv4266","title":"Reliable reconstruction of cricket song from biophysical models and preserved specimens","year":2025,"lang":"en","type":"dataset","venue":"DRYAD","topic":"DNA Repair Mechanisms","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"Natural Environment Research Council","keywords":"Cricket; Field cricket; Field (mathematics); Reliability (semiconductor); Sample (material); Bioacoustics","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":[0.00159131,0.001541881,0.001295918,0.003188999,0.0007303283,0.001275773,0.002310593,0.001814084,0.009539199],"category_scores_gemma":[0.005019263,0.0006292861,0.001284207,0.003335987,0.0005566332,0.0008482675,0.001437296,0.001089419,0.01474779],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008858775,"about_ca_system_score_gemma":0.0009345894,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0147766,"about_ca_topic_score_gemma":0.03489053,"domain_scores_codex":[0.9991108,0.0001769346,0.00008232964,0.0003889103,0.0001487575,0.00009234888],"domain_scores_gemma":[0.9985228,0.0005635284,0.0001723651,0.0004580007,0.000196225,0.00008711861],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001570533,0.0002954736,0.09809528,0.01023354,0.00199654,0.001130332,0.0006423368,0.03318264,0.01532882,0.003311846,0.7495809,0.08463187],"study_design_scores_gemma":[0.0007326905,0.0001272608,0.1788273,0.00112206,0.0005624123,0.000931114,0.0006875056,0.01663039,0.005620616,0.004174974,0.7903662,0.000217465],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.01889341,0.0009750373,0.001652706,0.0001141703,0.00004727452,0.00002506104,0.9759507,0.001057181,0.001284467],"genre_scores_gemma":[0.01264737,0.0001719337,0.002757917,0.00003288915,0.000005959624,0.00008224638,0.9836285,0.0001068046,0.0005664565],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.0147766,"threshold_uncertainty_score":0.03191173,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01209978952804181,"score_gpt":0.2393684807694333,"score_spread":0.2272686912413915,"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."}}