{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001171949,0.0009223436,0.0007995623,0.002115892,0.001644468,0.008624672,0.002369344,0.003699868,0.8162302],"category_scores_gemma":[0.004704528,0.0003472101,0.0008318948,0.00190336,0.001056286,0.003559994,0.005158549,0.002317749,0.7664203],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001369018,"about_ca_system_score_gemma":0.002566471,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009801497,"about_ca_topic_score_gemma":0.001219793,"domain_scores_codex":[0.9986695,0.0001667769,0.00009849337,0.000318219,0.0005273487,0.0002196998],"domain_scores_gemma":[0.9978764,0.0002229947,0.0001121049,0.0004069524,0.0006978417,0.0006837825],"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":[0.0001140043,0.0001180184,0.0005998413,0.00049228,0.00001253363,0.0003405241,0.00011962,0.00007500673,0.0006248527,0.01518092,0.7393887,0.2429337],"study_design_scores_gemma":[0.00001131474,0.00001810629,0.0003501928,0.0001315928,0.000002457297,0.0002157373,0.00004788225,0.00002437597,0.0001572795,0.001341395,0.997695,0.000004693335],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001066303,0.002215351,0.001467454,0.005567425,0.008009305,0.0002489239,0.003467952,0.001686129,0.9762713],"genre_scores_gemma":[0.004972402,0.001533807,0.0008424928,0.002338854,0.001671257,0.00009279691,0.00298278,0.0005583336,0.9850073],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1837698,"threshold_uncertainty_score":0,"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."}}