{"id":"W4412266338","doi":"","title":"Obtaining Airway Cytology Samples","year":2017,"lang":"en","type":"article","venue":"Research at the University of Copenhagen (University of Copenhagen)","topic":"Tracheal and airway disorders","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Privy Council Office","funders":"","keywords":"Cytology; Airway; Computer science; Medicine; Pathology; Surgery","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":[0.003059317,0.001285419,0.001361083,0.003621835,0.002227024,0.00166797,0.001734177,0.002075019,0.01517821],"category_scores_gemma":[0.005135648,0.0009149113,0.001238486,0.001080527,0.001088524,0.0005497262,0.001633757,0.001557827,0.01165369],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007427017,"about_ca_system_score_gemma":0.002321992,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005564452,"about_ca_topic_score_gemma":0.007415927,"domain_scores_codex":[0.9957612,0.0006175016,0.0007159046,0.001233719,0.001021964,0.0006497544],"domain_scores_gemma":[0.9976301,0.0003065137,0.0001165089,0.0006226037,0.0009607742,0.0003633302],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002276231,0.0007150281,0.06550714,0.001469763,0.0001880605,0.008719258,0.004478506,0.0003938646,0.8287863,0.003075996,0.01519073,0.06919924],"study_design_scores_gemma":[0.0005007323,0.003151702,0.1759643,0.001633755,0.0009086074,0.02476294,0.004183498,0.002186053,0.3755854,0.002601687,0.4083269,0.0001943937],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.6462587,0.01551109,0.1782568,0.004033106,0.003977514,0.03608479,0.0311583,0.004525388,0.08019434],"genre_scores_gemma":[0.6204889,0.008873854,0.2359833,0.005067606,0.001318312,0.01545802,0.04394986,0.001223187,0.06763693],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.01517821,"threshold_uncertainty_score":0.05077612,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1006488818448556,"score_gpt":0.3305892613014739,"score_spread":0.2299403794566183,"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."}}