{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003210637,0.0002502941,0.0003931275,0.001663808,0.001047621,0.00162578,0.0006668548,0.001225831,0.02903342],"category_scores_gemma":[0.0228817,0.0001519167,0.0007745359,0.001572574,0.0004697163,0.001424156,0.002044351,0.001640015,0.001573317],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002423488,"about_ca_system_score_gemma":0.005224687,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01965939,"about_ca_topic_score_gemma":0.01766685,"domain_scores_codex":[0.9981914,0.0006000644,0.00008603781,0.00011513,0.0004707867,0.0005365965],"domain_scores_gemma":[0.9932683,0.001213563,0.001871918,0.0001875063,0.001253016,0.002205751],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005715587,0.002112857,0.3776148,0.001300835,0.0002364696,0.0001545355,0.001004551,0.0002690988,0.0001634798,0.001919807,0.168735,0.4459171],"study_design_scores_gemma":[0.0003348617,0.0008579303,0.9303609,0.002067952,0.000431923,0.0002697459,0.003299208,0.0004811911,0.0004717184,0.002734302,0.05865154,0.00003878882],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.4606306,0.04471214,0.0007614268,0.3863898,0.003855551,0.0004632378,0.008203338,0.0002945128,0.09468935],"genre_scores_gemma":[0.9642749,0.01356396,0.000499866,0.0105218,0.001600161,0.0002067845,0.002074746,0.00002877317,0.007229037],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.02903342,"threshold_uncertainty_score":0.09712648,"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."}}