{"id":"W4387818259","doi":"10.1111/1744-1633.12654","title":"Free paper","year":2023,"lang":"en","type":"article","venue":"Surgical Practice","topic":"Anorectal Disease Treatments and Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre","funders":"","keywords":"Medicine","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001300592,0.00007662296,0.0001337927,0.00003488744,0.00005363943,0.00001308105,0.00004559979,0.0000430557,0.002378532],"category_scores_gemma":[0.000916396,0.00005122442,0.00009484777,0.0002358735,0.00002997483,0.0001914042,0.0000536606,0.0001036328,0.003385864],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002161347,"about_ca_system_score_gemma":0.00003528008,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003448941,"about_ca_topic_score_gemma":0.000001149628,"domain_scores_codex":[0.9993018,0.00004289279,0.0001017696,0.0001487069,0.0002290247,0.0001758292],"domain_scores_gemma":[0.9989695,0.0005460542,0.00002672025,0.0002490377,0.00004269971,0.0001659652],"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":[0.008597552,0.003205365,0.08233055,0.0002397396,0.001722013,0.06011715,0.0006883386,0.00001030372,0.0006803385,0.06625104,0.6699244,0.1062332],"study_design_scores_gemma":[0.001685807,0.00009663033,0.062089,0.00001029736,0.000161139,0.0001762665,0.0001538405,0.00001476344,0.00001948618,0.0004384133,0.9350885,0.00006584138],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1812444,0.000545319,0.00000503044,0.04808994,0.0002524147,0.0002597074,0.00002258071,0.0004949994,0.7690856],"genre_scores_gemma":[0.9339376,0.0005378355,0.000411454,0.00470659,0.0002992857,0.00002340188,0.0000750933,0.00002838872,0.05998036],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7526932,"threshold_uncertainty_score":0.9985334,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02318183709753984,"score_gpt":0.3482714438903583,"score_spread":0.3250896067928185,"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."}}