{"id":"W7161998596","doi":"10.82308/48336","title":"Establishing a data registry for head and neck cancer","year":2017,"lang":"en","type":"dissertation","venue":"","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Head and neck; Head and neck cancer; Neoplasm staging; Free flap reconstruction","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":[0.0332589,0.0005775815,0.001560785,0.008296132,0.002054013,0.002919092,0.003511542,0.001177209,0.01270118],"category_scores_gemma":[0.08196088,0.0008810352,0.001386797,0.01274206,0.0008560994,0.003435731,0.005031722,0.002182999,0.005992085],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007461177,"about_ca_system_score_gemma":0.05222479,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06297742,"about_ca_topic_score_gemma":0.07267757,"domain_scores_codex":[0.9665393,0.008743473,0.01095401,0.004358846,0.007668855,0.001735512],"domain_scores_gemma":[0.8820397,0.02543379,0.02739071,0.01834648,0.04181389,0.004975394],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009463214,0.0004644036,0.5386553,0.007945112,0.0005639252,0.000396767,0.003995131,0.001361654,0.002080226,0.01273254,0.2462952,0.1845635],"study_design_scores_gemma":[0.0004682183,0.0004887346,0.4823044,0.004491909,0.0006088255,0.0005367046,0.003065035,0.001893048,0.002798578,0.001749627,0.5014312,0.0001636957],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"dataset","genre_gemma":"empirical","genre_scores_codex":[0.1401781,0.005882727,0.04689311,0.0159398,0.00241044,0.06021735,0.6587265,0.001964521,0.0677875],"genre_scores_gemma":[0.248651,0.007255171,0.1314144,0.005566076,0.0009442137,0.08044434,0.5062799,0.0005981741,0.01884667],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.06297742,"threshold_uncertainty_score":0.175892,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1078812462377163,"score_gpt":0.4302758631963025,"score_spread":0.3223946169585862,"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."}}