{"id":"W4413245136","doi":"10.3390/curroncol32080446","title":"Stepping Stones to Sustainability Within Cancer Clinical Trials in Ireland","year":2025,"lang":"en","type":"article","venue":"Current Oncology","topic":"Climate Change and Health Impacts","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sustainability; Medicine; CLARITY; Psychological intervention; Clinical trial; Nursing; Incentive; Carbon footprint; Family medicine; Medical education; Public relations; Greenhouse gas; Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.2927937,0.000295019,0.00128115,0.001699871,0.00316455,0.0108179,0.002418544,0.002188732,0.003182228],"category_scores_gemma":[0.2853122,0.0008355969,0.0009458362,0.003494924,0.008192748,0.005706808,0.01002789,0.003734024,0.0006305439],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01234303,"about_ca_system_score_gemma":0.09382765,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01055966,"about_ca_topic_score_gemma":0.02531206,"domain_scores_codex":[0.5695753,0.3866607,0.0171059,0.00472412,0.01283787,0.00909609],"domain_scores_gemma":[0.6076797,0.225588,0.07179375,0.01967649,0.03360371,0.04165839],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.003859648,0.001309694,0.1543849,0.01097444,0.0008387808,0.0009191294,0.03203216,0.00435274,0.002730886,0.01763683,0.04143754,0.7295233],"study_design_scores_gemma":[0.002764334,0.009912591,0.2570699,0.01893342,0.0006362022,0.002252892,0.07550605,0.004963284,0.004539878,0.07599169,0.5466655,0.0007642629],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.407207,0.04010628,0.02615059,0.4508004,0.002913674,0.00672687,0.0008798433,0.0004792155,0.06473611],"genre_scores_gemma":[0.9290312,0.009859712,0.02367803,0.03084869,0.001003937,0.003200383,0.0002832956,0.0001264384,0.001968385],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.2927937,"threshold_uncertainty_score":0.8721113,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4851029689086147,"score_gpt":0.6257041187728943,"score_spread":0.1406011498642797,"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."}}