{"id":"W2738052380","doi":"10.21037/jtd.2017.07.44","title":"Four percent matters","year":2017,"lang":"en","type":"letter","venue":"Journal of Thoracic Disease","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Medicine; Data science; Computer science","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":[0.001143255,0.0005084046,0.0005421377,0.0004725079,0.002361038,0.002386845,0.0009595553,0.009807464,0.1340033],"category_scores_gemma":[0.01002976,0.0001896438,0.00045099,0.0003523345,0.001714913,0.002281072,0.001459803,0.008739094,0.07478843],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001916592,"about_ca_system_score_gemma":0.002152643,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001898468,"about_ca_topic_score_gemma":0.003183052,"domain_scores_codex":[0.9985424,0.000310218,0.00009776087,0.0002492196,0.0005169119,0.0002834184],"domain_scores_gemma":[0.9972003,0.000548499,0.00018299,0.0002118951,0.0008337089,0.001022709],"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":[0.00001417033,0.00001975709,0.0006823314,0.00004115537,0.000004262494,0.0004882814,0.00005237507,0.00001501617,0.0000798885,0.002739408,0.9700968,0.02576669],"study_design_scores_gemma":[0.000007838642,0.00001254389,0.0004607156,0.00009438365,0.000002862053,0.001091519,0.0001445589,0.00002967258,0.00004130385,0.002090411,0.9960179,0.000006409218],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0007806819,0.004493213,0.0002068429,0.8673542,0.06301663,0.00002283551,0.0001593163,0.0001426402,0.06382366],"genre_scores_gemma":[0.01721821,0.004839884,0.0003318879,0.7550718,0.05253201,0.00007199113,0.0002312622,0.00009990566,0.1696031],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1340033,"threshold_uncertainty_score":0.4482858,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03348525041146486,"score_gpt":0.3618551671360831,"score_spread":0.3283699167246182,"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."}}