{"id":"W4390769473","doi":"10.23977/acss.2023.071108","title":"Tree-Based Prediction of Influential Factors and Information Mining","year":2023,"lang":"en","type":"article","venue":"Advances in Computer Signals and Systems","topic":"Machine Learning in Healthcare","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Vomiting; Nausea; Adverse effect; Medicine; Abdominal distension; Analgesic; Drug; Abdominal pain; Data mining; Anesthesia; Internal medicine; Pharmacology; Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003724722,0.001823469,0.001935982,0.008136699,0.000873413,0.001602878,0.001293731,0.001139444,0.001505736],"category_scores_gemma":[0.01193211,0.0005165277,0.002467636,0.005131111,0.0004450746,0.00191349,0.0008428981,0.001377184,0.0006498871],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009406799,"about_ca_system_score_gemma":0.001476153,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01350945,"about_ca_topic_score_gemma":0.01006968,"domain_scores_codex":[0.9979793,0.0007313525,0.0002446207,0.0004453373,0.0003687369,0.0002306639],"domain_scores_gemma":[0.9914801,0.006552911,0.0006104945,0.000258399,0.0008909085,0.0002071554],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0005181928,0.0006140826,0.1121838,0.0005184486,0.0008626668,0.0006900709,0.0004017447,0.4735374,0.001797181,0.006993905,0.006166619,0.3957159],"study_design_scores_gemma":[0.000009826449,0.00006240793,0.003411077,0.00003051931,0.00005631289,0.00007790405,0.00004182552,0.991447,0.0003104028,0.00399923,0.0005381093,0.00001531712],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1709857,0.002977387,0.8179546,0.001044391,0.0002318259,0.0003419268,0.002246172,0.002076173,0.002141764],"genre_scores_gemma":[0.8420911,0.001404665,0.151786,0.0001354379,0.0001870687,0.0002596595,0.003037137,0.00006891764,0.001029958],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01350945,"threshold_uncertainty_score":0.02686161,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01925760286531952,"score_gpt":0.2762583408294874,"score_spread":0.2570007379641678,"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."}}