{"id":"W1968560661","doi":"10.1016/j.oraloncology.2009.06.002","title":"Unmet information needs and preferences in newly diagnosed and surgically treated oral cavity cancer patients","year":2009,"lang":"en","type":"article","venue":"Oral Oncology","topic":"Health Literacy and Information Accessibility","field":"Health Professions","cited_by":53,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Terry Fox Foundation; National Science Council","keywords":"Medicine; Anxiety; Information needs; Marital status; Cancer; Oral cavity; Disease; Physical therapy; Internal medicine; Surgery; Psychiatry; Dentistry","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009136443,0.0001199855,0.0003396721,0.0001896861,0.0002389286,0.00001970475,0.00007377042,0.0002959453,0.0002567856],"category_scores_gemma":[0.0003003872,0.00009032989,0.00001385313,0.0003185871,0.00005873762,0.001765656,0.00004648188,0.0004048395,0.00002557851],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000244296,"about_ca_system_score_gemma":0.000331693,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003604592,"about_ca_topic_score_gemma":0.003077964,"domain_scores_codex":[0.9978366,0.0005947785,0.001001336,0.0001019448,0.0001151238,0.0003502285],"domain_scores_gemma":[0.9988239,0.0003309008,0.0003717329,0.00009714296,0.0002005485,0.0001757957],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002003532,0.00007669535,0.7443941,0.00005731931,0.000001914555,4.589897e-7,0.005172931,0.000001712015,0.000001050406,0.0002205251,0.0009595928,0.2489133],"study_design_scores_gemma":[0.002890425,0.000446957,0.9119079,0.00004635564,0.000005466346,2.92512e-7,0.000583079,0.0004966033,0.000001823851,0.0003303674,0.08319871,0.00009208731],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9919389,0.00004106728,0.00001716416,0.001552878,0.0001946145,0.0007249008,0.00004899816,0.00003928203,0.005442178],"genre_scores_gemma":[0.991776,0.0002574073,0.0002766734,0.007386982,0.00002453568,0.00008438002,0.0001239622,0.000002461407,0.00006759869],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2488212,"threshold_uncertainty_score":0.5449089,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04745960358307359,"score_gpt":0.4399024629449718,"score_spread":0.3924428593618982,"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."}}