{"id":"W2164796946","doi":"","title":"The participation of Ontario oral and maxillofacial surgeons in oral, lip and oropharyngeal cancer.","year":2015,"lang":"en","type":"article","venue":"PubMed","topic":"Dental Education, Practice, Research","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Health Services","funders":"","keywords":"Medicine; Head and neck cancer; Cancer; Oral and maxillofacial surgery; Rehabilitation; Stage (stratigraphy); Dentistry; Internal medicine; Physical therapy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002089259,0.00006894719,0.0001460557,0.00006310138,0.0002306764,0.00002145732,0.0000773495,0.00006840347,0.00007053958],"category_scores_gemma":[0.001156024,0.00005162005,0.00001003232,0.0001725681,0.000121175,0.0002561836,0.0001020875,0.0003065746,0.0000105407],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005322015,"about_ca_system_score_gemma":0.001191644,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5280244,"about_ca_topic_score_gemma":0.6567737,"domain_scores_codex":[0.9985989,0.0003159787,0.0002864133,0.00014767,0.0002316826,0.0004193282],"domain_scores_gemma":[0.9991788,0.0001939971,0.0001191695,0.0001360884,0.0001411732,0.0002307385],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001739292,0.00005106404,0.9073113,0.00002166625,0.000008653635,9.571888e-7,0.006337723,7.200659e-7,0.000002583916,0.0001735932,0.0006080973,0.08530968],"study_design_scores_gemma":[0.0006498322,0.00001576752,0.9399353,0.000005748912,0.00001104359,6.990795e-7,0.001649176,0.00001942639,0.00001065261,0.0002631269,0.05739075,0.0000485087],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9917957,0.0002614923,6.868096e-7,0.003239844,0.000548861,0.0009571176,0.00000778639,0.000007053738,0.003181526],"genre_scores_gemma":[0.9909655,0.0001984403,0.000009757206,0.0001308559,0.00001930476,0.002111685,0.000006589627,0.000009256855,0.006548552],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1287493,"threshold_uncertainty_score":0.4751185,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2066628277780303,"score_gpt":0.4712310993467209,"score_spread":0.2645682715686906,"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."}}