{"id":"W1979493824","doi":"10.4161/spmg.21797","title":"Overview","year":2012,"lang":"en","type":"article","venue":"Spermatogenesis","topic":"Genetic and Clinical Aspects of Sex Determination and Chromosomal Abnormalities","field":"Biochemistry, Genetics and Molecular Biology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; SickKids Foundation","funders":"Eunice Kennedy Shriver National Institute of Child Health and Human Development; Canadian Institutes of Health Research; National Institutes of Health","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":true,"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":[0.00008720082,0.00009346203,0.00008551959,0.00001486511,0.00005507894,0.00001103558,0.0001066721,0.00007039661,0.0004480169],"category_scores_gemma":[0.00001902218,0.00008215292,0.00008779058,0.00004275018,0.00004147561,0.000004239445,0.00006451864,0.00002388136,0.0002477214],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000003338459,"about_ca_system_score_gemma":0.00001332261,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002819339,"about_ca_topic_score_gemma":0.000001593886,"domain_scores_codex":[0.9993925,0.00002726199,0.0001434801,0.0001141093,0.00009457316,0.000228037],"domain_scores_gemma":[0.9996243,0.000005215197,0.00003191976,0.0001850191,0.00002860108,0.000124978],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001002891,0.000819378,0.5612537,0.0001925041,0.0002211485,0.000006767729,0.0003516351,0.000008445201,0.3199197,0.01104932,0.03470034,0.07137677],"study_design_scores_gemma":[0.0003115393,0.00007823862,0.08957773,0.000007976733,0.0000220465,0.0000566655,0.0002270634,0.000002863957,0.3609305,0.00007749298,0.5484352,0.0002726742],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9791173,0.005965688,0.00007714902,0.0001357767,0.0002058387,0.00005323414,0.000007638788,0.00001625567,0.01442107],"genre_scores_gemma":[0.9942775,0.0007852702,0.0003263919,0.001157324,0.0004636025,0.00001073078,0.00002944151,0.00001223255,0.002937455],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5137349,"threshold_uncertainty_score":0.4905472,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02693291136499005,"score_gpt":0.2908821128543161,"score_spread":0.263949201489326,"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."}}