{"id":"W2893067681","doi":"10.1200/jgo.18.13600","title":"A Coordinated Approach to Lung Cancer Screening in Canada","year":2018,"lang":"en","type":"article","venue":"Journal of Global Oncology","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Lung cancer screening; Medicine; Lung cancer; General partnership; Context (archaeology); Psychological intervention; National Lung Screening Trial; Cancer; Health care; Family medicine; Nursing; Pathology; Political science; Business; Internal medicine; Finance","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001564984,0.00008918527,0.0004149361,0.00004793556,0.0000237737,0.000004732026,0.0000832643,0.00005309053,0.00007149447],"category_scores_gemma":[0.00004479812,0.00006590268,0.00005015113,0.0003244363,0.00002543039,0.00003461253,0.00002756141,0.0001298731,0.000001578722],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009020632,"about_ca_system_score_gemma":0.00459594,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6539578,"about_ca_topic_score_gemma":0.8568352,"domain_scores_codex":[0.9990765,0.00004162178,0.0003400675,0.0001137752,0.0001966215,0.0002314573],"domain_scores_gemma":[0.9992236,0.00003022782,0.0001729396,0.00007916774,0.0002576412,0.0002364157],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007366162,0.0002726932,0.8714215,0.00001928052,0.0002500428,0.0004956731,0.00008148942,0.0001638633,0.00001969554,0.00007293486,0.1114361,0.0150301],"study_design_scores_gemma":[0.005177026,0.001854486,0.9357797,0.0003171827,0.0002586632,0.0007763911,0.0002738865,0.0005784898,0.0001169236,0.00001395183,0.05475375,0.00009955237],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.967965,0.001213209,0.0003508244,0.01191252,0.0007429007,0.0002493916,0.00001361428,0.000003820829,0.01754873],"genre_scores_gemma":[0.9936637,0.00005740168,0.002789467,0.003036733,0.0003962657,0.00001224568,8.458145e-7,0.000005548291,0.00003775383],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2028774,"threshold_uncertainty_score":0.9947836,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01809978027134509,"score_gpt":0.3517656654974421,"score_spread":0.3336658852260971,"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."}}