{"id":"W4416138256","doi":"10.3390/life15111739","title":"Hybrid Strategies for CTO PCI: A Systematic Review and Meta-Analysis of Antegrade and Retrograde Techniques","year":2025,"lang":"en","type":"review","venue":"Life","topic":"Coronary Interventions and Diagnostics","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Conventional PCI; Observational study; Percutaneous coronary intervention; Adverse effect; Randomized controlled trial; Revascularization; Systematic review","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":[],"consensus_categories":[],"category_scores_codex":[0.01422827,0.002640205,0.01897789,0.007966923,0.000659434,0.004032782,0.002075854,0.002155123,0.003844026],"category_scores_gemma":[0.03184587,0.001226198,0.0379056,0.007990137,0.000765184,0.002175676,0.001631427,0.002083566,0.0003089967],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002730684,"about_ca_system_score_gemma":0.004493,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005243292,"about_ca_topic_score_gemma":0.01207545,"domain_scores_codex":[0.9897469,0.0045551,0.003259913,0.0008413914,0.001301133,0.0002955173],"domain_scores_gemma":[0.977665,0.01624041,0.003690457,0.0004711545,0.001685207,0.0002478303],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.001747662,0.00004042377,0.001641018,0.6077536,0.3668795,0.00008766168,0.00009792993,0.000362828,0.0001760802,0.0001502094,0.0004983721,0.02056467],"study_design_scores_gemma":[0.0007332614,0.0002595774,0.002426274,0.07301373,0.9205492,0.00009777937,0.00006351512,0.0001790724,0.0000994273,0.0002330107,0.00231424,0.00003100393],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001830182,0.9970863,0.0003222208,0.000115517,0.0000774912,0.0002244904,0.0001912368,0.00001026438,0.0001422928],"genre_scores_gemma":[0.06042803,0.9350889,0.001993347,0.0006002192,0.000201016,0.001070036,0.0004362234,0.00001971958,0.000162544],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01897789,"threshold_uncertainty_score":0.07524717,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1083054487409488,"score_gpt":0.4142875986359725,"score_spread":0.3059821498950237,"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."}}