{"id":"W4241211505","doi":"10.4324/9780203404584-92","title":"CHAPTER NUMBER 51","year":2013,"lang":"en","type":"book-chapter","venue":"","topic":"Hypothalamic control of reproductive hormones","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000111865,0.0004686187,0.0008065385,0.0001167579,0.00003350269,0.00002101761,0.0001188118,0.0003941258,0.1172269],"category_scores_gemma":[0.00005613765,0.0003611824,0.0003329454,0.000009174853,0.0001472426,0.00007838864,0.00009261388,0.0005073442,0.05400226],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007775006,"about_ca_system_score_gemma":0.0000614671,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004653443,"about_ca_topic_score_gemma":0.000005804574,"domain_scores_codex":[0.9981934,0.000004542771,0.000377342,0.0007088354,0.0004345335,0.0002813669],"domain_scores_gemma":[0.9982665,0.00005163408,0.0001496279,0.001020384,0.0003175005,0.0001943092],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001262987,0.00005531679,0.000258801,0.0001168851,0.001012956,0.0002678334,0.00007003443,9.087282e-8,0.001895002,0.8062304,0.0701771,0.1197893],"study_design_scores_gemma":[0.0008194778,0.000103797,0.00104162,0.0001167733,0.0003194153,0.0004223221,0.00000514561,0.000005825535,0.0001244376,0.01597024,0.9806631,0.0004078084],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003597004,0.0007350288,0.00006556793,0.004140615,0.0003252155,0.0008780473,0.000007115584,0.0002072184,0.9932815],"genre_scores_gemma":[0.01390612,0.0001946864,0.001714426,0.0009832191,0.001351122,0.00002073994,0.00002050956,0.0001506564,0.9816585],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.910486,"threshold_uncertainty_score":0.999884,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02195928373090236,"score_gpt":0.2463329895969512,"score_spread":0.2243737058660489,"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."}}