{"id":"W4286885923","doi":"10.1016/j.lana.2022.100288","title":"No space for all-or-nothing in epidemiology: The art of parsimony and interpretation – Authors’ reply","year":2022,"lang":"en","type":"article","venue":"The Lancet Regional Health - Americas","topic":"Primary Care and Health Outcomes","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Centre for Addiction and Mental Health","funders":"","keywords":"Interpretation (philosophy); Nothing; Space (punctuation); Epistemology; Computer science; Mathematics; Philosophy; Programming language","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":[],"consensus_categories":[],"category_scores_codex":[0.008484991,0.0001478838,0.0008011964,0.00008464535,0.001090515,0.00000268147,0.0003690031,0.00006010402,0.00009865811],"category_scores_gemma":[0.001205742,0.00008549483,0.00007873918,0.0002787356,0.000225805,0.00006515519,0.0002468953,0.001110887,0.00001638298],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005251602,"about_ca_system_score_gemma":0.001315414,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002433405,"about_ca_topic_score_gemma":0.0004695453,"domain_scores_codex":[0.9946677,0.003065979,0.0009557942,0.0003124916,0.0002216216,0.0007764329],"domain_scores_gemma":[0.9873965,0.01093788,0.0009825862,0.0004870232,0.00007974277,0.000116246],"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":[0.002387677,0.0000382568,0.02282692,0.0006512825,0.00003235504,0.000001992143,0.02150507,0.0001010424,0.000005086355,0.01292388,0.9315076,0.008018781],"study_design_scores_gemma":[0.0007388562,0.0004609679,0.02857854,0.00009980753,0.00001102801,0.00001115306,0.00392759,0.001966666,1.875529e-7,0.004660637,0.9594532,0.000091421],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01628713,0.002538823,0.001142708,0.9749188,0.0008023519,0.002070101,0.0000793999,0.00005831999,0.002102343],"genre_scores_gemma":[0.1111725,0.003299188,0.003932985,0.8744711,0.0007348423,0.001393362,0.00009639632,0.00003949412,0.004860089],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1004477,"threshold_uncertainty_score":0.8387471,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2634108773906713,"score_gpt":0.5190881187485397,"score_spread":0.2556772413578683,"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."}}