{"id":"W4386584494","doi":"10.1183/13993003.01354-2023","title":"Quality over quantity: the next ACT in airway clearance in cystic fibrosis","year":2023,"lang":"en","type":"letter","venue":"European Respiratory Journal","topic":"Cystic Fibrosis Research Advances","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Cystic fibrosis; Airway; Quality (philosophy); Medicine; Clinical trial; Intensive care medicine; Internal medicine; Surgery; Philosophy","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":[0.003209278,0.0003759105,0.0008442778,0.0005586429,0.002555933,0.002535202,0.001144858,0.02604859,0.01993983],"category_scores_gemma":[0.02923978,0.0003304944,0.0007883726,0.00066675,0.00253489,0.004011025,0.001054656,0.02793954,0.01334982],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004039806,"about_ca_system_score_gemma":0.003633272,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004676692,"about_ca_topic_score_gemma":0.0107554,"domain_scores_codex":[0.9975265,0.0006897821,0.0003352787,0.0002263596,0.0008975014,0.0003247161],"domain_scores_gemma":[0.9832373,0.01022703,0.0008688734,0.000447458,0.002687079,0.002532242],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007621169,0.00002792416,0.0003362874,0.00008345165,0.000006098409,0.0005849559,0.00003283265,0.00002607111,0.0001362847,0.002247822,0.9741306,0.02231141],"study_design_scores_gemma":[0.0003697798,0.0001890721,0.002693867,0.001217508,0.00004118983,0.003373781,0.0003428193,0.0003959736,0.0003867458,0.01819831,0.9727163,0.00007475098],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0002257709,0.002903243,0.0001187017,0.9790359,0.01349352,0.00001030504,0.00005466883,0.00003424819,0.004123659],"genre_scores_gemma":[0.006257696,0.005145248,0.0004315409,0.9052318,0.07408268,0.00006173462,0.00007408196,0.00004624158,0.00866886],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02604859,"threshold_uncertainty_score":0.06670541,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09264557935093179,"score_gpt":0.3661706441281266,"score_spread":0.2735250647771947,"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."}}