{"id":"W7111418455","doi":"10.1371/journal.pone.0328282.s003","title":"Quality assessment of research or results.","year":2025,"lang":"","type":"article","venue":"Figshare","topic":"Thermal Regulation in Medicine","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Confidence interval; Risk assessment; Laparoscopic surgery; Abdominal surgery; Laparoscopy; Hypothermia; Quality assessment; MEDLINE","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":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003338403,0.0002665193,0.0008416543,0.0006525792,0.0001523871,0.00003137872,0.000538206,0.00037978,0.3910006],"category_scores_gemma":[0.0582856,0.000208546,0.0001660436,0.002341863,0.0001500847,0.00009784409,0.0005015113,0.001214515,0.0005936589],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005152021,"about_ca_system_score_gemma":0.003677182,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006232991,"about_ca_topic_score_gemma":0.00002129784,"domain_scores_codex":[0.9938054,0.001079377,0.001717699,0.0006617891,0.002071423,0.000664332],"domain_scores_gemma":[0.9893845,0.005546137,0.0004764825,0.001633502,0.00266844,0.0002908813],"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":[0.001795071,0.0005703375,0.0008438196,0.008249266,0.0002367839,0.00007149009,0.0004722202,0.0000296744,0.0009124236,0.001145384,0.9680853,0.01758817],"study_design_scores_gemma":[0.005807109,0.0006525527,0.4357609,0.05531003,0.00006258134,0.000004550632,0.001291777,0.0009541236,0.002489791,0.0001419544,0.4973417,0.0001829475],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"empirical","genre_scores_codex":[0.004825973,0.004012927,0.00002367638,0.01527571,0.00117975,0.004226995,0.5399441,0.0002940889,0.4302168],"genre_scores_gemma":[0.8779283,0.00005264735,0.0003410405,0.0004628081,0.000641735,0.0002417839,0.05214211,0.00005467704,0.06813486],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8731024,"threshold_uncertainty_score":0.9496469,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4104812410765149,"score_gpt":0.588782905363513,"score_spread":0.1783016642869981,"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."}}