{"id":"W4386902161","doi":"10.5114/pm.2023.131306","title":"Futile therapy from a medical student’s perspective","year":2023,"lang":"en","type":"article","venue":"Medycyna Paliatywna","topic":"Pectus Deformity Diagnosis and Treatment","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Perspective (graphical); Medicine; Palliative care; Nursing","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01061909,0.0004871004,0.0008424697,0.00114603,0.005438434,0.007278448,0.001074946,0.007408332,0.015534],"category_scores_gemma":[0.03337198,0.0003297878,0.0008853821,0.0006551495,0.008996454,0.009048916,0.007900587,0.02479979,0.00340112],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006357522,"about_ca_system_score_gemma":0.009132095,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002232928,"about_ca_topic_score_gemma":0.005211326,"domain_scores_codex":[0.9903883,0.006305381,0.0004154186,0.0003944847,0.001362114,0.00113424],"domain_scores_gemma":[0.9769382,0.007552858,0.001539384,0.0006148185,0.003271261,0.01008346],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001155868,0.0002659098,0.004159609,0.0007927933,0.00009228363,0.002161752,0.02203178,0.0004192395,0.000416144,0.1045399,0.7603058,0.1046992],"study_design_scores_gemma":[0.00006719601,0.0002672413,0.002448942,0.00367506,0.00005891797,0.003187255,0.02501859,0.0002889586,0.0003685577,0.09168558,0.8728114,0.0001223315],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.004894578,0.02282612,0.001241764,0.9414434,0.00653454,0.00001851714,0.00004762092,0.0000304834,0.02296293],"genre_scores_gemma":[0.2969924,0.06496292,0.002577594,0.6005031,0.01424747,0.0001082864,0.0001404545,0.0000907119,0.02037715],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.015534,"threshold_uncertainty_score":0.05615979,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03946516186855151,"score_gpt":0.386417834447121,"score_spread":0.3469526725785694,"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."}}