{"id":"W4387082953","doi":"10.1093/conphys/coad075","title":"Estimating pregnancy rate from blubber progesterone levels of a blindly biopsied beluga population poses methodological, analytical and statistical challenges","year":2023,"lang":"en","type":"article","venue":"Conservation Physiology","topic":"Marine animal studies overview","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Université du Québec en Abitibi-Témiscamingue; Fisheries and Oceans Canada","funders":"","keywords":"Blubber; Biology; Beluga Whale; Pregnancy; Population; Obstetrics; Statistics; Zoology; Ecology; Environmental health; Medicine","routes":{"ca_aff":true,"ca_fund":false,"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":[0.005370841,0.000429845,0.000473536,0.001248054,0.0006853078,0.0008056915,0.0006696341,0.0004849032,0.0005297326],"category_scores_gemma":[0.01132793,0.000325104,0.0005514144,0.0005304579,0.001007617,0.0003968851,0.0005985301,0.0003494124,0.0003070658],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006568935,"about_ca_system_score_gemma":0.0004337919,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02738043,"about_ca_topic_score_gemma":0.0696862,"domain_scores_codex":[0.9962115,0.001369814,0.000360247,0.001041941,0.0008252214,0.0001912708],"domain_scores_gemma":[0.9919856,0.003357285,0.00138869,0.001447101,0.001622134,0.0001993358],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003268913,0.0000520824,0.9333166,0.00009551962,0.000305873,0.0001133196,0.0007602847,0.001698468,0.03802987,0.0001778686,0.0002286542,0.02489461],"study_design_scores_gemma":[0.000005728968,0.0001986453,0.9859508,0.00002375513,0.00008454872,0.0002365836,0.0004725541,0.006291198,0.005885446,0.0002129818,0.0006145647,0.00002323115],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.964824,0.0006024406,0.03247986,0.00004380268,0.00002255522,0.00009443711,0.0005237521,0.000118279,0.001290885],"genre_scores_gemma":[0.9824927,0.0001198086,0.01627992,0.00004040799,0.000006343875,0.00007784588,0.0004481821,0.00001647714,0.0005184073],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02738043,"threshold_uncertainty_score":0.05444211,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2272536160574965,"score_gpt":0.3641396597620378,"score_spread":0.1368860437045414,"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."}}