{"id":"W7151079014","doi":"10.70675/47af156bzb777z42c3za218zb81e8f72c4d8","title":"Développement d'un modèle prédictif de réponse thérapeutique et de toxicité dans les cancers du col de l'utérus : de l'imagerie à la clinique","year":2021,"lang":"","type":"dissertation","venue":"","topic":"Endometrial and Cervical Cancer Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Oral Cancers; Head and neck; Colonic disease","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005124648,0.001984732,0.002076453,0.001820388,0.0005783659,0.003622221,0.001868703,0.002582639,0.004673708],"category_scores_gemma":[0.009593532,0.0009392792,0.003826368,0.001135759,0.0005824352,0.001344443,0.000960105,0.002662858,0.001218436],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001981993,"about_ca_system_score_gemma":0.003569629,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03431343,"about_ca_topic_score_gemma":0.01611482,"domain_scores_codex":[0.9989818,0.0003823164,0.00007103445,0.0003046093,0.0001339116,0.00012639],"domain_scores_gemma":[0.994489,0.004309287,0.0003096106,0.00013165,0.0006068498,0.0001535702],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.003187901,0.001148016,0.1218736,0.0008981238,0.002194944,0.0005030169,0.0004436609,0.7023075,0.004711234,0.001966143,0.007456979,0.153309],"study_design_scores_gemma":[0.0001418331,0.0003816921,0.01038151,0.0001310895,0.0003876278,0.0001075084,0.00007292542,0.9844534,0.0007486665,0.001174679,0.001975148,0.00004387281],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5726097,0.01101149,0.3906111,0.006372983,0.001094859,0.001234323,0.007270291,0.003881552,0.005913769],"genre_scores_gemma":[0.9060349,0.002738112,0.07454026,0.0008206426,0.0003280663,0.001600005,0.005917368,0.0002435693,0.007777079],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03431343,"threshold_uncertainty_score":0.06822741,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02908240736147069,"score_gpt":0.3401713572124524,"score_spread":0.3110889498509817,"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."}}