{"id":"W2158805525","doi":"10.1093/humrep/deu116","title":"Modifiable and non-modifiable risk factors for poor sperm morphology","year":2014,"lang":"en","type":"article","venue":"Human Reproduction","topic":"Sperm and Testicular Function","field":"Medicine","cited_by":107,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"University of Sheffield; National Institute for Health and Care Research; Health and Safety Executive; European Chemical Industry Council","keywords":"Morphology (biology); Sperm; Medicine; Biology; Andrology; Zoology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003916514,0.0001386684,0.0002382059,0.0001109458,0.0002607388,0.00002071672,0.00002962536,0.0001028724,0.00009321269],"category_scores_gemma":[0.0005607785,0.0001193649,0.00006387626,0.00008775998,0.00007564308,0.00007793739,0.00001714064,0.0001296639,0.00002246797],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004341217,"about_ca_system_score_gemma":0.00001386874,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007748968,"about_ca_topic_score_gemma":0.00000391654,"domain_scores_codex":[0.9988632,0.00002824008,0.0001872861,0.0005984315,0.0001113786,0.000211514],"domain_scores_gemma":[0.9991942,0.00004223666,0.0001007994,0.000464205,0.0001150682,0.00008345988],"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":[0.0006780907,0.0008269526,0.2015959,0.0005885127,0.000284057,0.000008268797,0.001092573,0.003378301,0.7540392,0.003893024,0.01981033,0.01380474],"study_design_scores_gemma":[0.01045309,0.005815723,0.5377962,0.0001557711,0.001709326,0.0006967927,0.0008761969,0.04587256,0.3043297,0.01487239,0.07629462,0.001127658],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9922078,0.00007854425,0.004714448,0.0001908342,0.0006421222,0.0005790496,0.000004060566,0.0001139219,0.001469259],"genre_scores_gemma":[0.9938221,0.0000191916,0.001075849,0.00004371052,0.001082449,0.00004415449,0.0001041913,0.00002957259,0.003778804],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4497095,"threshold_uncertainty_score":0.4867561,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02607943323249143,"score_gpt":0.2694477684903652,"score_spread":0.2433683352578737,"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."}}