{"id":"W2013899541","doi":"10.3122/jabfm.2010.05.100163","title":"Guest Family Physician Commentaries","year":2010,"lang":"en","type":"article","venue":"The Journal of the American Board of Family Medicine","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Cascades (Canada)","funders":"","keywords":"Medicine; Throat; Ear nose and throat; Family medicine; Nose; General physician; Intensive care medicine; Dermatology; Surgery","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.003346207,0.0009644039,0.0009108407,0.0008935626,0.00324258,0.00215027,0.001769512,0.01827463,0.04719885],"category_scores_gemma":[0.039593,0.0005487687,0.0009836723,0.001007276,0.001376076,0.001718395,0.001287784,0.01580569,0.02725337],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00324845,"about_ca_system_score_gemma":0.002940318,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007789221,"about_ca_topic_score_gemma":0.00804517,"domain_scores_codex":[0.9970299,0.0006585946,0.0003157941,0.0005467332,0.00107652,0.0003725331],"domain_scores_gemma":[0.9840255,0.00616126,0.001287981,0.0008320053,0.006034147,0.00165908],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000009597715,0.000007227172,0.0001088143,0.00001773502,0.000001882055,0.0002202854,0.00002245536,0.000007968,0.00001551254,0.0001795847,0.9978347,0.001574149],"study_design_scores_gemma":[0.00003210262,0.00002475119,0.0009233999,0.0002012734,0.000006807882,0.000560266,0.0001683564,0.00005208499,0.0001084764,0.0004634848,0.9974389,0.0000199377],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0004448399,0.001612974,0.00008556995,0.7909763,0.1928165,0.00004038717,0.0002633891,0.00009525165,0.01366476],"genre_scores_gemma":[0.006921235,0.001896008,0.0001403017,0.8491005,0.1056956,0.00009405085,0.0001251554,0.00006314035,0.03596393],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04719885,"threshold_uncertainty_score":0.1578959,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03564070049148098,"score_gpt":0.3285172340446221,"score_spread":0.2928765335531411,"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."}}