{"id":"W3151498753","doi":"10.2196/25258","title":"Pain Assessment Tool With Electrodermal Activity for Postoperative Patients: Method Validation Study","year":2021,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Emotion and Mood Recognition","field":"Psychology","cited_by":74,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Academy of Finland","keywords":"Medicine; Psychology; Physical medicine and rehabilitation","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":[0.001286396,0.000154338,0.0002543938,0.00007382914,0.0003296614,0.00003703972,0.00003585466,0.00008396036,0.0001324654],"category_scores_gemma":[0.00004559342,0.0001297511,0.00003155691,0.0001733476,0.00001616162,0.0001274008,0.000013204,0.0002319906,0.000004586114],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001192123,"about_ca_system_score_gemma":0.000387869,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008055026,"about_ca_topic_score_gemma":0.0001605407,"domain_scores_codex":[0.9971262,0.001578026,0.0002627186,0.0004681868,0.0001770603,0.0003878447],"domain_scores_gemma":[0.9989127,0.0002577129,0.0001718413,0.0001796344,0.0003058428,0.000172295],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001920958,0.008580264,0.08543096,0.000594491,0.0001718134,0.00001163026,0.009578031,0.000005220142,0.000184292,0.003910194,0.004777297,0.8848348],"study_design_scores_gemma":[0.006502007,0.007953668,0.979352,0.00002550764,0.00009759685,0.00001426194,0.003216426,0.0002755,0.0002219689,0.000194905,0.001900626,0.0002455148],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9285175,0.00003290449,0.06574724,0.002450304,0.0002204269,0.002025863,0.00004534009,0.00005047707,0.0009099568],"genre_scores_gemma":[0.9895936,0.00001744797,0.006062287,0.002890874,0.0001008812,0.0006660718,0.0002461631,0.00002168059,0.0004010104],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8939211,"threshold_uncertainty_score":0.5291096,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06134457397448834,"score_gpt":0.4570153228233722,"score_spread":0.3956707488488839,"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."}}