{"id":"W7106481728","doi":"10.21203/rs.3.rs-8058742/v1","title":"Development and implementation of educational modules on management of neonates with critical congenital heart disease in the delivery room (LEARN-CHD)","year":2025,"lang":"","type":"preprint","venue":"Research Square","topic":"Simulation-Based Education in Healthcare","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Stollery Children's Hospital","funders":"","keywords":"Heart disease; Hypoplastic left heart syndrome; Intubation; Psychological intervention; Randomized controlled trial; Multidisciplinary team","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004436816,0.0006543807,0.0003689092,0.0005891105,0.0003332492,0.0005977995,0.001470647,0.0006278819,0.00880566],"category_scores_gemma":[0.01067814,0.0003414518,0.000594297,0.0002365962,0.0001991581,0.0004444687,0.001462004,0.0007542188,0.002530242],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009221784,"about_ca_system_score_gemma":0.005539277,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002026862,"about_ca_topic_score_gemma":0.002586551,"domain_scores_codex":[0.9986464,0.0006489765,0.00008753133,0.0001383253,0.0002187289,0.0002600528],"domain_scores_gemma":[0.9952819,0.001566153,0.0004116297,0.000386552,0.0008699138,0.001483903],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001932806,0.05117534,0.05175819,0.001036953,0.0001208736,0.0003524334,0.002953591,0.01037621,0.01232391,0.001100221,0.01591993,0.8509496],"study_design_scores_gemma":[0.007844757,0.07005889,0.5575811,0.003910667,0.0009437317,0.00133274,0.004247399,0.07312081,0.1220194,0.004625358,0.1539017,0.0004134419],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9056922,0.0002045149,0.04751572,0.001551892,0.0003313481,0.01819166,0.002272691,0.003330945,0.02090904],"genre_scores_gemma":[0.5888632,0.0005185844,0.3738162,0.000714873,0.0001037573,0.0161217,0.004413057,0.0002504274,0.0151982],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00880566,"threshold_uncertainty_score":0.02945787,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0682269815110352,"score_gpt":0.4731615990592964,"score_spread":0.4049346175482612,"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."}}