{"id":"W4415704462","doi":"10.1016/j.lpm.2025.104320","title":"Integrated care in COPD","year":2025,"lang":"en","type":"article","venue":"La Presse Médicale","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University; McGill University Health Centre","funders":"","keywords":"Integrated care; COPD; Health care; Randomized controlled trial; MEDLINE; Clinical trial; Health professionals","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001255963,0.0001430085,0.0002785184,0.0002141822,0.00004452745,0.000025172,0.0001816722,0.0001469968,0.0009673226],"category_scores_gemma":[0.0002361569,0.0001257198,0.00007978522,0.0005541885,0.0002349605,0.00005907823,0.0001616147,0.0004989803,0.00007037224],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003485304,"about_ca_system_score_gemma":0.0006086816,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002351964,"about_ca_topic_score_gemma":0.00009497035,"domain_scores_codex":[0.9986423,0.0001397319,0.0002224468,0.0003562247,0.0003044545,0.000334881],"domain_scores_gemma":[0.9990945,0.0001421235,0.00002171629,0.0004267458,0.000131826,0.0001830279],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002291153,0.001920971,0.6325224,0.004729657,0.0002772298,0.00327016,0.00194612,0.0000467489,0.006878553,0.008148964,0.05308983,0.2848782],"study_design_scores_gemma":[0.00439957,0.00006633566,0.5725478,0.0009448968,0.0000786819,0.00001973368,0.001632298,0.001389473,0.003150489,0.0007244044,0.4148427,0.0002036057],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7533779,0.01398384,0.0001066303,0.001684439,0.0001492964,0.0008665144,0.00006145649,0.000139507,0.2296304],"genre_scores_gemma":[0.981855,0.0001226726,0.0002301287,0.0003687069,0.00005241259,0.0001059783,0.00009573739,0.00002098122,0.01714837],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3617529,"threshold_uncertainty_score":0.9999459,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01205811208435435,"score_gpt":0.3074141476431031,"score_spread":0.2953560355587487,"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."}}