{"id":"W2155615249","doi":"10.1016/j.ijrobp.2011.06.973","title":"Hemoglobin: A Misunderstood Prognostic Factor in Cervix Cancer","year":2011,"lang":"en","type":"article","venue":"International Journal of Radiation Oncology*Biology*Physics","topic":"Radiomics and Machine Learning in Medical Imaging","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Hôpital Notre-Dame","funders":"","keywords":"Medicine; Cervix; Hemoglobin; Oncology; Internal medicine; Cancer","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":[0.002089982,0.0002763417,0.0004098715,0.0008876696,0.0003636182,0.001032032,0.0004782877,0.0008250476,0.0005314245],"category_scores_gemma":[0.01439595,0.0001888146,0.0001886837,0.001191736,0.0007590403,0.0009582229,0.0004175916,0.001758167,0.0002061442],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005331991,"about_ca_system_score_gemma":0.0007267583,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001914747,"about_ca_topic_score_gemma":0.002041101,"domain_scores_codex":[0.9991973,0.0003163843,0.0001034637,0.0001266774,0.0001944334,0.00006168715],"domain_scores_gemma":[0.9945299,0.003462369,0.0008659362,0.0003032605,0.0006213322,0.0002171956],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005974643,0.00005087473,0.8254966,0.0001878107,0.0002013309,0.0007621634,0.0008218136,0.0009880271,0.001670252,0.002591147,0.01306469,0.1535679],"study_design_scores_gemma":[0.00007890244,0.0007585727,0.8707475,0.0008600297,0.001457308,0.01487276,0.004029245,0.01755971,0.01120786,0.02615702,0.05212129,0.0001498478],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8651083,0.05336006,0.008016745,0.06557413,0.002229165,0.00001711798,0.0006507378,0.0001452362,0.004898575],"genre_scores_gemma":[0.9889082,0.005857799,0.001162298,0.001861435,0.001537038,0.000004843326,0.00011281,0.00003403453,0.0005215338],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002089982,"threshold_uncertainty_score":0.01105297,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03589493585204051,"score_gpt":0.352333217530569,"score_spread":0.3164382816785285,"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."}}