{"id":"W6923313468","doi":"10.1371/journal.pone.0298989.s001","title":"S1 Checklist -","year":2024,"lang":"en","type":"article","venue":"Figshare","topic":"Hernia repair and management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Jadad scale; Inguinal hernia; Observational study; Checklist; Seroma; Randomized controlled trial; Inclusion and exclusion criteria","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0300908,0.003501779,0.007302726,0.01265736,0.003162498,0.006986466,0.006346351,0.005028471,0.6557272],"category_scores_gemma":[0.1731321,0.004011446,0.007098969,0.0107761,0.001873475,0.005594918,0.005343101,0.006040246,0.08636662],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007173105,"about_ca_system_score_gemma":0.02893953,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009980795,"about_ca_topic_score_gemma":0.01950634,"domain_scores_codex":[0.9843234,0.005473941,0.00641714,0.001367069,0.001768894,0.0006495666],"domain_scores_gemma":[0.8135201,0.123372,0.01176821,0.00738531,0.04177672,0.002177797],"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":[0.00207826,0.000237502,0.001038665,0.1506724,0.0004429444,0.0002154068,0.001220511,0.0009534963,0.0001529945,0.005439738,0.7810849,0.05646318],"study_design_scores_gemma":[0.009047482,0.000412209,0.00445866,0.1201013,0.0009000321,0.0003841789,0.003718396,0.001431498,0.0004312615,0.02241192,0.8363641,0.0003388877],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"other","genre_scores_codex":[0.001401098,0.00283525,0.007433985,0.007327619,0.001766591,0.1244056,0.8365461,0.002269268,0.01601457],"genre_scores_gemma":[0.005673438,0.003294124,0.06052897,0.007044296,0.0004151447,0.7564845,0.1368344,0.001238237,0.02848699],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.6557272,"threshold_uncertainty_score":0.4910634,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03332277449485956,"score_gpt":0.3068018456290761,"score_spread":0.2734790711342166,"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."}}