{"id":"W2556742181","doi":"10.12688/f1000research.9375.1","title":"Recent advances in understanding & managing male infertility","year":2016,"lang":"en","type":"preprint","venue":"F1000Research","topic":"Sperm and Testicular Function","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Mount Sinai Hospital","funders":"","keywords":"Infertility; Male infertility; Fertility; Azoospermia; Medicine; Etiology; Gynecology; Physiology; Intensive care medicine; Bioinformatics; Biology; Internal medicine; Genetics; Environmental health; Population; Pregnancy","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001027785,0.0002037075,0.0003544682,0.0005024034,0.00007251587,0.0000455648,0.0001774552,0.0002298955,0.002647081],"category_scores_gemma":[0.0009041189,0.0001601117,0.00009262748,0.0002942779,0.0001426708,0.0001111235,0.0005712,0.000969111,0.0002693869],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001349797,"about_ca_system_score_gemma":0.0003301094,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005424777,"about_ca_topic_score_gemma":0.0002243986,"domain_scores_codex":[0.9976572,0.0001584719,0.0003236551,0.0005859568,0.0007554881,0.0005192534],"domain_scores_gemma":[0.998666,0.0002368622,0.00006167756,0.0006858355,0.0001607721,0.000188889],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001102711,0.0003809719,0.8344522,0.002148292,0.000103646,0.0004363047,0.000325157,0.000107823,0.001156287,0.003501658,0.004066906,0.1522181],"study_design_scores_gemma":[0.004177841,0.0002747285,0.4079961,0.00619053,0.0001163209,0.0001611248,0.0005388773,0.001351032,0.0006133959,0.2423521,0.335379,0.0008489675],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3136818,0.09472916,0.09127875,0.02977487,0.003780436,0.00618545,0.00009628095,0.0007102157,0.4597631],"genre_scores_gemma":[0.9643447,0.03029547,0.0004393908,0.0001358652,0.0004415598,0.0001515701,0.000157189,0.00006371774,0.003970488],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.650663,"threshold_uncertainty_score":0.9982646,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1573651354262237,"score_gpt":0.3976070293581417,"score_spread":0.240241893931918,"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."}}