{"id":"W2769189655","doi":"10.1016/j.jmir.2017.10.007","title":"About the Winning Cover Image","year":2017,"lang":"en","type":"article","venue":"Journal of medical imaging and radiation sciences","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Michener Institute; University of Toronto","funders":"","keywords":"Reading (process); Cover (algebra); Psychology; Visual arts; Computer science; Aesthetics; Medical education; Medicine; Art; Linguistics; Philosophy","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":[0.001826773,0.0008444867,0.0008248208,0.001235853,0.002607599,0.007408552,0.001048374,0.009193351,0.1574473],"category_scores_gemma":[0.01112725,0.0003352063,0.0007990908,0.0005157298,0.001205618,0.003154168,0.002378143,0.009806084,0.07040565],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002201788,"about_ca_system_score_gemma":0.002548949,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003031954,"about_ca_topic_score_gemma":0.006171767,"domain_scores_codex":[0.9983601,0.0001730818,0.00005310093,0.0001655265,0.000873078,0.0003751335],"domain_scores_gemma":[0.9952314,0.0005761847,0.0001488237,0.0001627816,0.001838074,0.002042642],"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":[0.00001062103,0.000007012154,0.00003672026,0.000009121402,0.00000130538,0.00003795039,0.000003962937,0.000005867978,0.00001575658,0.0005095174,0.9939882,0.005373979],"study_design_scores_gemma":[0.0000158103,0.00001535855,0.000321496,0.00006286437,0.000003745676,0.0001499614,0.00004406632,0.00004246556,0.00004307136,0.0008682496,0.9984249,0.000008090066],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.0008637559,0.007279886,0.0004373659,0.4463818,0.4116867,0.00006587782,0.0003874588,0.0003248717,0.1325722],"genre_scores_gemma":[0.0100878,0.005818162,0.0004628341,0.1994748,0.2139286,0.0001106985,0.0005069003,0.0003951679,0.5692151],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.1574473,"threshold_uncertainty_score":0.5267136,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03299879744314577,"score_gpt":0.3914724816007398,"score_spread":0.3584736841575941,"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."}}