{"id":"W4412663444","doi":"10.53894/ijirss.v8i5.8676","title":"Decreasing the post-operative recovery period in cesarean section: A systematic review study","year":2025,"lang":"en","type":"review","venue":"International Journal of Innovative Research and Scientific Studies","topic":"Cardiac, Anesthesia and Surgical Outcomes","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Section (typography); Period (music); Medicine; Obstetrics; Computer science; Art","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"],"consensus_categories":[],"category_scores_codex":[0.01322301,0.0002711905,0.003275715,0.001797236,0.0003460865,0.0003459172,0.0004572249,0.00006887189,0.00001766388],"category_scores_gemma":[0.01953088,0.0001296796,0.0004820199,0.002977477,0.0006332844,0.0001726365,0.0002914669,0.001086407,0.000004621627],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005476509,"about_ca_system_score_gemma":0.001393849,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001180389,"about_ca_topic_score_gemma":0.00002438733,"domain_scores_codex":[0.993848,0.001917329,0.001656154,0.0003581273,0.001959701,0.0002606474],"domain_scores_gemma":[0.9816083,0.005342104,0.0006389151,0.000274652,0.01205675,0.00007925303],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0005804839,0.001339673,0.002100629,0.8059315,0.01927058,0.00536578,0.008976214,2.414745e-7,0.000002025198,0.002561792,0.00540711,0.1484639],"study_design_scores_gemma":[0.0007175449,0.0007973333,0.0004650862,0.871334,0.000646091,0.002166676,0.0173718,2.992719e-7,4.964474e-7,0.00005887216,0.1062741,0.0001677776],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0006166565,0.992806,0.000002665012,0.002196892,0.001089359,0.002397389,0.00001482704,0.000003947869,0.0008722427],"genre_scores_gemma":[0.0003607841,0.9934434,0.00002353437,0.00011714,0.0002354477,0.0001383368,0.00001056603,0.00001054402,0.00566023],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.1482962,"threshold_uncertainty_score":0.988728,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1641988211619563,"score_gpt":0.5187345500265861,"score_spread":0.3545357288646298,"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."}}