{"id":"W2726928918","doi":"","title":"Diagnostic extemporané de l'envahissement ganglionnaire dans les cancers du sein par analyse en biologie moléculaire des ganglions sentinelles (méthode OSNA)","year":2012,"lang":"fr","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre d'expertise et de recherche en infrastructures urbaines","funders":"","keywords":"Molecular biology; Medicine; Gynecology; Biology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001746014,0.000725946,0.0006200688,0.002075244,0.0005536938,0.001231671,0.0006786831,0.001194757,0.00440094],"category_scores_gemma":[0.002157124,0.0005790584,0.0006334218,0.0006397185,0.00101132,0.0006693405,0.000645286,0.0006970548,0.001234356],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003968099,"about_ca_system_score_gemma":0.0006333028,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002473941,"about_ca_topic_score_gemma":0.003381202,"domain_scores_codex":[0.9992385,0.0001779045,0.00004118271,0.0002545539,0.0001834216,0.000104381],"domain_scores_gemma":[0.9991235,0.0004300458,0.00009239481,0.0001371514,0.000162998,0.00005377585],"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":[0.0009687562,0.00004983223,0.04698449,0.000533895,0.0001100313,0.001203196,0.0006579037,0.0003411565,0.890782,0.0008757876,0.0004053355,0.05708765],"study_design_scores_gemma":[0.0001438121,0.0007916528,0.07545534,0.0001902608,0.0006953409,0.01433468,0.000786447,0.007088829,0.876501,0.002036893,0.02189277,0.00008302486],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7756365,0.02192976,0.1870773,0.0009306247,0.0004413388,0.000306016,0.0007913248,0.0008718203,0.01201543],"genre_scores_gemma":[0.8171731,0.007377046,0.1606817,0.000337322,0.0001596335,0.0003095113,0.0006207663,0.0002465781,0.01309433],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00440094,"threshold_uncertainty_score":0.01472259,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02010781837867062,"score_gpt":0.2500543795497502,"score_spread":0.2299465611710796,"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."}}