{"id":"W6964766968","doi":"10.25677/v8jn-t719","title":"Iron lung instruction","year":2021,"lang":"en","type":"other","venue":"University of Colorado: Anschutz Medical Campus","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Lung; Lung cancer; Radiation therapy; Hemochromatosis; Clinical Practice","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":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003336677,0.0004114228,0.000871917,0.0006341335,0.0001283339,0.00001349503,0.0007996221,0.001520236,0.08156954],"category_scores_gemma":[0.0002578342,0.0005108996,0.0003100938,0.0006812352,0.001059159,0.00007701139,0.0002974449,0.0009047961,0.0006068316],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003770719,"about_ca_system_score_gemma":0.001045012,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002385653,"about_ca_topic_score_gemma":0.004092498,"domain_scores_codex":[0.996611,0.0003193974,0.0002674491,0.0006702707,0.001679334,0.000452547],"domain_scores_gemma":[0.998024,0.00008976764,0.0005512499,0.00059905,0.0001469922,0.0005889251],"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":[0.0001726559,0.0002292856,0.001085459,0.0005805645,0.0002977465,0.00112278,0.0002355257,0.000003820956,0.0001080685,0.00107872,0.9888428,0.006242581],"study_design_scores_gemma":[0.002745546,0.00009722629,0.0008261233,0.001026342,0.0003136594,0.0000820395,0.0009447152,0.0002521606,0.00002071378,0.00002642553,0.9931631,0.0005019127],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0120111,0.002678545,0.0008894537,0.0004826522,0.001823407,0.0005961413,0.000341472,0.0006672655,0.9805099],"genre_scores_gemma":[0.02896434,0.001515129,0.002618366,0.0001821767,0.0008835439,8.560725e-7,0.001289447,0.000936129,0.96361],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.0809627,"threshold_uncertainty_score":0.999776,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005235395850985231,"score_gpt":0.2100964136920279,"score_spread":0.2048610178410427,"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."}}