{"id":"W2021067508","doi":"10.1016/s0003-4266(06)72619-1","title":"CO04 - Inclusions intragonadiques dans une population de 68 patients atteints d’un déficit en 21 hydroxylase","year":2006,"lang":"fr","type":"article","venue":"Annales d Endocrinologie","topic":"Sleep and related disorders","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Hotel Dieu Hospital","funders":"","keywords":"Artificial intelligence; Computer science; Deep learning; Machine learning; Insomnia; Binary classification; Encoder; Psychology; Psychiatry","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001754065,0.0005466641,0.0004661654,0.0003123174,0.0005383649,0.00005485621,0.000557487,0.0007367356,0.001059579],"category_scores_gemma":[0.0002096007,0.0005651472,0.0002711419,0.0005503803,0.0004687418,0.0002229066,0.0003227314,0.0008739018,0.001644171],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004270335,"about_ca_system_score_gemma":0.00007984152,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0356825,"about_ca_topic_score_gemma":0.002546449,"domain_scores_codex":[0.9958264,0.0008284276,0.0007897699,0.0007645345,0.000290324,0.001500544],"domain_scores_gemma":[0.9983577,0.0003871316,0.0002790135,0.0006394281,0.0001271606,0.0002096408],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002334791,0.004910092,0.6947628,0.00007591514,0.0009268582,0.0008789489,0.003317752,0.002045133,0.0004871394,0.0188241,0.03591231,0.2376255],"study_design_scores_gemma":[0.004125471,0.0005920493,0.8036351,0.0001635336,0.0005465098,0.0001626817,0.001474277,0.0003335866,0.001576387,0.02893528,0.1575029,0.0009522634],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9474926,0.01038432,0.0004704725,0.009523794,0.002300708,0.0005168599,0.000176537,0.0003692635,0.02876544],"genre_scores_gemma":[0.9829879,0.002902326,0.0004128538,0.0008719243,0.0004145189,0.0000611631,0.0009256487,0.0000863579,0.01133725],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2366733,"threshold_uncertainty_score":0.9998536,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01166314822994971,"score_gpt":0.2840512531975685,"score_spread":0.2723881049676188,"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."}}