{"id":"W7006468142","doi":"","title":"Understanding the determinants and improving detection of bone fragility in female chickens","year":2025,"lang":"en","type":"dissertation","venue":"eScholarship@McGill (McGill)","topic":"Animal Nutrition and Physiology","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Fonds de Recherche du Québec - Santé; Shriners Hospitals for Children; Natural Sciences and Engineering Research Council of Canada; McGill University","keywords":"Fragility; Disease; Population; Fragility fracture; Osteoporosis","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006593073,0.0002679394,0.0002683222,0.0004374466,0.0002244228,0.0005041857,0.0003127315,0.0003990559,0.001765353],"category_scores_gemma":[0.001422753,0.0002126248,0.0001284024,0.0001820147,0.000153825,0.0002464036,0.0001852726,0.0004289776,0.0003645649],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002731732,"about_ca_system_score_gemma":0.0002513037,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01167677,"about_ca_topic_score_gemma":0.02170566,"domain_scores_codex":[0.9998161,0.00003694147,0.000006574563,0.00005206682,0.00004836279,0.0000399716],"domain_scores_gemma":[0.999361,0.000216078,0.0001887385,0.00001501795,0.0001515586,0.00006765896],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002877194,0.0001576482,0.8895436,0.00006523331,0.00003543387,0.0001028103,0.0002280985,0.0001810606,0.06891605,0.00009214394,0.0007093773,0.03968083],"study_design_scores_gemma":[0.000005037389,0.0003325814,0.993829,0.00002439085,0.00003125369,0.0001264601,0.0003332863,0.0004573452,0.004026487,0.00006071719,0.0007691099,0.000004383593],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9953077,0.001008986,0.001086546,0.0006192421,0.00002107145,0.00002313489,0.000242408,0.00001438323,0.001676378],"genre_scores_gemma":[0.9918483,0.001059917,0.003062949,0.0002413051,0.00002655476,0.00002372048,0.0002650074,0.00001062606,0.003461471],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01167677,"threshold_uncertainty_score":0.02321756,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04537748646056433,"score_gpt":0.2424895956226409,"score_spread":0.1971121091620766,"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."}}