{"id":"W4412526391","doi":"10.5826/mrm.2025.1027","title":"The dark side of pulmonary alveolar proteinosis","year":2025,"lang":"en","type":"article","venue":"Multidisciplinary Respiratory Medicine","topic":"Neonatal Respiratory Health Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Hospital Foundation","funders":"Fondazione IRCCS Policlinico San Matteo","keywords":"Pulmonary alveolar proteinosis; Medicine; Cardiothoracic surgery; Great Rift; Pathology; Lung; Surgery; Internal medicine; Astronomy; Physics","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":[],"consensus_categories":[],"category_scores_codex":[0.003002355,0.0003811863,0.0008264625,0.0005580178,0.0007751078,0.00001209589,0.0006130536,0.0002368261,0.00009463925],"category_scores_gemma":[0.002433601,0.0002345229,0.0001986241,0.001446064,0.001664292,0.0001281281,0.0005203908,0.0009349366,0.00005007445],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002699061,"about_ca_system_score_gemma":0.00125045,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007518924,"about_ca_topic_score_gemma":0.00003020685,"domain_scores_codex":[0.995465,0.0004432646,0.001313514,0.0006744292,0.001297281,0.0008065273],"domain_scores_gemma":[0.9956598,0.001338826,0.0002927021,0.001594043,0.0006439333,0.0004707531],"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":[0.00825317,0.000928668,0.1267501,0.005640719,0.0004208523,0.001033433,0.000555551,0.00001412391,0.3169472,0.002252895,0.01130984,0.5258934],"study_design_scores_gemma":[0.006479743,0.003171617,0.3804678,0.003713817,0.0002785787,0.0000669967,0.001695375,0.00076709,0.0510373,0.001458508,0.5504208,0.0004423317],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7744309,0.1056748,0.000288106,0.03270767,0.001197299,0.006487338,0.00003345667,0.0002917823,0.07888857],"genre_scores_gemma":[0.9894953,0.0008875315,0.0002422457,0.001994773,0.0005511743,0.0005546513,0.00001714751,0.00007709726,0.006180041],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.539111,"threshold_uncertainty_score":0.9563568,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05608552262459134,"score_gpt":0.4019818673930406,"score_spread":0.3458963447684493,"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."}}