{"id":"W4389186740","doi":"10.3390/curroncol30120746","title":"Breakthrough and Episodic Cancer Pain from a Palliative Care Perspective","year":2023,"lang":"en","type":"article","venue":"Current Oncology","topic":"Pain Management and Opioid Use","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Palliative care; Pi; Cancer; Anesthesia; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001803914,0.0001319948,0.0002935145,0.0001114995,0.00007375672,0.000008895805,0.00006281064,0.0000811335,0.0001970826],"category_scores_gemma":[0.0002212758,0.0001149208,0.00005608205,0.0002620529,0.0001196257,0.0000317627,0.00009336618,0.0002102501,0.0000961861],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004196536,"about_ca_system_score_gemma":0.0001179148,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005084047,"about_ca_topic_score_gemma":0.0004161434,"domain_scores_codex":[0.9990029,0.0001473369,0.0001347266,0.000336738,0.0001271064,0.0002511726],"domain_scores_gemma":[0.9992681,0.0003077289,0.00005973669,0.0001457407,0.0001208393,0.00009782076],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001413088,0.0001243162,0.7387641,0.0001588122,0.0001693555,0.00009390776,0.0250626,0.00000244856,0.00007920461,0.001176992,0.04402615,0.1902008],"study_design_scores_gemma":[0.002017627,0.0003178389,0.675647,0.0001565467,0.0001831598,1.687808e-7,0.02427084,0.0009452814,0.00002167334,0.001991492,0.2943033,0.0001451135],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9577579,0.02462389,0.0003719483,0.01020333,0.001321463,0.0007944334,0.00008969138,0.0002582571,0.004579067],"genre_scores_gemma":[0.9879445,0.009032777,0.0001987028,0.0008951832,0.0008300343,0.0002317119,0.0002111726,0.00002524447,0.0006306953],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2502771,"threshold_uncertainty_score":0.4686333,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1107513590580232,"score_gpt":0.4421848111655686,"score_spread":0.3314334521075454,"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."}}