{"id":"W3092087986","doi":"10.1007/978-3-030-40679-0_20","title":"Surgical Techniques for Chest Wall Diseases","year":2020,"lang":"en","type":"book-chapter","venue":"","topic":"Pectus Deformity Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Medicine; Broad spectrum; Congenital malformations; Radiology; Surgery; Biology; Chemistry","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00001964646,0.0002894909,0.0006009833,0.00005656196,0.00003592431,0.00001491005,0.00005845229,0.0002244457,0.001075159],"category_scores_gemma":[0.00001729189,0.0001957706,0.0004845939,0.00000944866,0.00004801079,0.00001965207,0.00004150716,0.000128585,0.0001441302],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001274487,"about_ca_system_score_gemma":0.00009064752,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001225409,"about_ca_topic_score_gemma":0.00000915346,"domain_scores_codex":[0.9990759,0.000001835094,0.000227276,0.0003493433,0.0001903245,0.0001553587],"domain_scores_gemma":[0.9992586,0.00009861323,0.00006374265,0.000242981,0.00006489675,0.0002712094],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007519458,0.0008522135,0.001486478,0.001247353,0.001495223,0.002157182,0.00002752703,3.367486e-8,0.000005275741,0.6112845,0.2415112,0.1391811],"study_design_scores_gemma":[0.0008041471,0.0008447719,0.0002260086,0.0002326058,0.0007327397,0.00006220824,0.000001351852,0.000005184665,0.0002830357,0.005490435,0.9911085,0.0002089603],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00002027639,0.001746042,0.00004312234,0.006940218,0.00004557681,0.001474561,0.0002878898,0.0004194015,0.9890229],"genre_scores_gemma":[0.01250303,0.00230379,0.002330625,0.002711771,0.001052967,0.0004584947,0.001753098,0.0001353041,0.9767509],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7495974,"threshold_uncertainty_score":0.999838,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03159254857843101,"score_gpt":0.2848189951139813,"score_spread":0.2532264465355503,"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."}}