{"id":"W7111276640","doi":"10.1371/journal.pone.0332378.s002","title":"PICOTS framework.","year":2025,"lang":"","type":"article","venue":"Figshare","topic":"Gallbladder and Bile Duct Disorders","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Odds ratio; Incidence (geometry); Retrospective cohort study; Pancreatitis; Complication; Logistic regression; Pancreatic duct; Acute pancreatitis","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00004621367,0.0003582746,0.0004562568,0.0002270399,0.0001697015,0.0001062418,0.0003610718,0.0005325342,0.8208444],"category_scores_gemma":[0.00478571,0.0003482438,0.0002791026,0.0008412315,0.00002094499,0.00009952755,0.0002491948,0.0008242372,0.0205663],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008569743,"about_ca_system_score_gemma":0.0006701191,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007735559,"about_ca_topic_score_gemma":0.000005381637,"domain_scores_codex":[0.9979818,0.00005382228,0.000408124,0.000572125,0.000333915,0.0006501859],"domain_scores_gemma":[0.9983394,0.0003110169,0.00008848719,0.0007764713,0.0002624847,0.0002221102],"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":[0.00004986316,0.0002504986,0.0006346799,0.001812662,0.0002021716,0.00005861351,0.0002467738,0.000002738293,0.00002896511,0.0002603177,0.9701673,0.0262854],"study_design_scores_gemma":[0.00111234,0.0001651377,0.02522883,0.03100928,0.0002061934,0.000008032704,0.0005990889,0.000224041,0.0007255274,0.001612223,0.9387316,0.000377761],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0006849252,0.04698928,0.00003604155,0.01042214,0.002326854,0.002392058,0.3753177,0.000399288,0.5614317],"genre_scores_gemma":[0.8375936,0.0001952715,0.0001539971,0.01205013,0.0008406138,0.0003374666,0.1170873,0.00006425166,0.03167737],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8369087,"threshold_uncertainty_score":0.9998969,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02551317099370491,"score_gpt":0.3092261077792544,"score_spread":0.2837129367855495,"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."}}