{"id":"W1966473135","doi":"10.1016/j.resp.2006.06.009","title":"Effect of humidity on lung surfactant films subjected to dynamic compression/expansion cycles","year":2006,"lang":"en","type":"article","venue":"Respiratory Physiology & Neurobiology","topic":"Inhalation and Respiratory Drug Delivery","field":"Medicine","cited_by":34,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"University of Toronto","keywords":"Pulmonary surfactant; Drop (telecommunication); Relative humidity; Humidity; Materials science; Compression (physics); Surface tension; Composite material; Volume (thermodynamics); Yield (engineering); Chemistry; Thermodynamics; Biochemistry","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003225154,0.0003901161,0.0009343098,0.0003602408,0.0001575157,0.000004512447,0.0001963235,0.0003966588,0.0001972782],"category_scores_gemma":[0.0001324842,0.0002854256,0.0002451619,0.0003188857,0.0003129368,0.00005390112,0.0001163873,0.0004602429,0.0001523981],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006179134,"about_ca_system_score_gemma":0.00008587534,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003146395,"about_ca_topic_score_gemma":0.00000758637,"domain_scores_codex":[0.9967102,0.00129136,0.0006479732,0.0007014862,0.0001677475,0.000481252],"domain_scores_gemma":[0.9981331,0.0006350668,0.0002699702,0.0006534865,0.0001596045,0.0001488154],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.002090732,0.0002364918,0.008398089,0.0001510926,0.00003430771,0.00003436759,0.00001942935,0.000585361,0.9859295,0.0000362023,0.001891425,0.0005930283],"study_design_scores_gemma":[0.001938494,0.004554839,0.3808115,0.0001291499,0.00007456306,0.00001590732,0.000005848476,0.0003126659,0.6099866,0.000007924354,0.001912691,0.0002498487],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975052,0.000185961,0.000007366768,0.0001095909,0.0006299705,0.0009900676,0.00004719952,0.000160037,0.0003645518],"genre_scores_gemma":[0.996232,0.00001128543,0.00002409674,0.00327701,0.0001764336,0.00005532608,0.000109254,0.00004568788,0.00006891263],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3759429,"threshold_uncertainty_score":0.9999598,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008274174336836288,"score_gpt":0.2877222434578005,"score_spread":0.2794480691209641,"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."}}