{"id":"W4377094902","doi":"10.1002/ppul.26482","title":"MRI assessment and guidance for regionally targeted pulmonary interventions","year":2023,"lang":"en","type":"letter","venue":"Pediatric Pulmonology","topic":"Atomic and Subatomic Physics Research","field":"Physics and Astronomy","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Heart, Lung, and Blood Institute; National Institutes of Health; McMaster University","keywords":"Medicine; Psychological intervention; Medical physics; Intensive care medicine; Psychiatry","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003241444,0.0003917592,0.0006259677,0.0003664366,0.0002304863,0.00006204272,0.0005447388,0.0004466005,0.0001460749],"category_scores_gemma":[0.00001696567,0.0004014844,0.0004635697,0.0003102702,0.0001352099,0.0001024746,0.0003624596,0.001484082,0.000126281],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001376723,"about_ca_system_score_gemma":0.0006051066,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001192589,"about_ca_topic_score_gemma":0.000002046944,"domain_scores_codex":[0.997432,0.000154958,0.0005850728,0.000811421,0.0002108925,0.0008056609],"domain_scores_gemma":[0.9982677,0.0006511997,0.0003498661,0.0004691475,0.0001675294,0.00009452974],"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":[0.00001197533,0.00006863873,0.01597624,0.0003177485,0.000193,0.00005587037,0.00001913202,0.000004305693,0.000009142736,0.003983096,0.9730431,0.006317781],"study_design_scores_gemma":[0.001174193,0.0001328033,0.008390045,0.00009855201,0.0005991063,0.00002086354,0.0001384193,0.01651871,0.000008060469,0.2744479,0.697031,0.001440356],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.004363421,0.003675092,0.2002047,0.7725225,0.00305987,0.003354508,0.003449523,0.0004680594,0.008902349],"genre_scores_gemma":[0.3463437,0.004170737,0.01422927,0.1777568,0.181109,0.01724824,0.04661271,0.002071214,0.2104584],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.5947657,"threshold_uncertainty_score":0.9998437,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04433513546842818,"score_gpt":0.3520707368208214,"score_spread":0.3077356013523933,"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."}}