{"id":"W4394844971","doi":"10.1007/978-3-030-86354-8_22-1","title":"Acquired and Congenital Esophageal Stricture Management in the Aerodigestive Patient","year":2024,"lang":"en","type":"book-chapter","venue":"","topic":"Esophageal and GI Pathology","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal; Centre Hospitalier Universitaire Sainte-Justine","funders":"","keywords":"Esophageal stricture; Medicine; Surgery; Esophagus","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":[0.0001294103,0.000311583,0.0002510044,0.0003783597,0.0003575853,0.0004950405,0.0002952475,0.0007417586,0.008901694],"category_scores_gemma":[0.0004082198,0.00009840239,0.0002536132,0.0002147521,0.0002620734,0.0004298535,0.0005388655,0.00127286,0.00115075],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003040632,"about_ca_system_score_gemma":0.0004171529,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004660593,"about_ca_topic_score_gemma":0.00241098,"domain_scores_codex":[0.9999398,0.00001283171,0.000005419461,0.000007015283,0.0000230658,0.00001187604],"domain_scores_gemma":[0.9999374,0.00003274842,0.000004723502,0.00000189335,0.000004333818,0.0000188722],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001237947,0.0004801152,0.01890314,0.0006936803,0.00004418586,0.257876,0.001136566,0.002764936,0.004463148,0.03620576,0.1443762,0.5329325],"study_design_scores_gemma":[0.00001849246,0.0004291765,0.03012231,0.0008874479,0.00002425935,0.6699665,0.0006603747,0.001563617,0.0009540872,0.009632945,0.2857054,0.00003542623],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1335889,0.2307998,0.009772431,0.02143812,0.004992104,0.00008424164,0.0004302312,0.0003177516,0.5985764],"genre_scores_gemma":[0.4316525,0.1780135,0.01975339,0.008539723,0.008282764,0.0001393529,0.0006741363,0.0001858866,0.3527587],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.008901694,"threshold_uncertainty_score":0.02977908,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01318964142680351,"score_gpt":0.2432501862790453,"score_spread":0.2300605448522418,"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."}}