{"id":"W2309361869","doi":"10.4155/fsoa-2016-0004","title":"Improving Public Awareness and Outcomes for Oral Cancer","year":2016,"lang":"en","type":"article","venue":"Future Science OA","topic":"Oral Health Pathology and Treatment","field":"Dentistry","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"BC Cancer Agency; University of British Columbia","keywords":"Medicine; Agency (philosophy); Columbia university; Cancer; Dental research; Family medicine; Library science; Internal medicine; Dentistry; Sociology; Media studies","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0003540397,0.00008683909,0.00012202,0.00006302085,0.0005065129,0.00004752185,0.0001680517,0.00006463289,0.0000794375],"category_scores_gemma":[0.00008324528,0.00004593333,0.0000265358,0.000150517,0.0002847727,0.0003771537,0.00006430892,0.00003976568,0.00003369712],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007759584,"about_ca_system_score_gemma":0.0002371775,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008511912,"about_ca_topic_score_gemma":0.000779546,"domain_scores_codex":[0.9990517,0.00001696973,0.0001036072,0.0003221086,0.0001406303,0.0003649921],"domain_scores_gemma":[0.9995019,0.00005312261,0.0000579646,0.0001749883,0.00008751126,0.0001244451],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001121229,0.00002276418,0.7615123,0.00002463977,0.000004121801,0.000009847221,0.00006054691,4.199424e-8,0.001410416,0.004200285,0.0003017459,0.232442],"study_design_scores_gemma":[0.001010849,0.00007836446,0.9861737,0.00001423099,0.00001393193,0.0000236505,0.0001147707,0.00002966214,0.00143248,0.0007621436,0.01021515,0.0001310882],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9872043,0.0002597093,0.0008476384,0.007917782,0.003321032,0.0002235134,0.00006775617,0.00004818646,0.0001100827],"genre_scores_gemma":[0.9967538,0.00001286121,0.001138867,0.0003471013,0.0002317964,0.00008304256,0.000001076065,0.000005672785,0.00142583],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2323109,"threshold_uncertainty_score":0.3895739,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04126573319205586,"score_gpt":0.3808840735232361,"score_spread":0.3396183403311803,"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."}}