{"id":"W7042691901","doi":"","title":"Prediction of treatment response of head and neck cancers by 31P MRS from pretreatment relative phosphomonester levels","year":2002,"lang":"en","type":"article","venue":"NPARC","topic":"Lanthanide and Transition Metal Complexes","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Head and neck; Head (geology); Head and neck cancer; Cancer","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.0007353275,0.0001745758,0.0003447623,0.0002611037,0.0001225378,0.0002921815,0.000221462,0.0003802757,0.001691333],"category_scores_gemma":[0.001971249,0.0001115396,0.0001878377,0.0001504494,0.0001453142,0.0002194046,0.00008965078,0.0004094047,0.0004766476],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003196366,"about_ca_system_score_gemma":0.0003487023,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001691946,"about_ca_topic_score_gemma":0.001894071,"domain_scores_codex":[0.999833,0.00005788984,0.00001559133,0.00002512905,0.00004024144,0.00002801234],"domain_scores_gemma":[0.9995351,0.0002761342,0.00004965921,0.00002987834,0.00006699382,0.00004223225],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.03507983,0.001272781,0.4629023,0.0003447734,0.0002816119,0.0006615196,0.0002255058,0.004014492,0.1753651,0.0002248291,0.00512827,0.3144991],"study_design_scores_gemma":[0.0005896615,0.009670961,0.8374837,0.00004389642,0.0004508126,0.001815606,0.0004260562,0.01462698,0.1291023,0.000432791,0.005312684,0.00004444449],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9942741,0.001204957,0.001316075,0.0004551308,0.00007100065,0.00007244397,0.0004216866,0.00004206826,0.002142563],"genre_scores_gemma":[0.9965211,0.0004111078,0.001018404,0.00007225981,0.0000335956,0.0000381785,0.0005757951,0.00001147521,0.001318024],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001691946,"threshold_uncertainty_score":0.00565809,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04929833702551745,"score_gpt":0.2507965182720365,"score_spread":0.201498181246519,"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."}}