{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01246822,0.0007857075,0.0006392846,0.0007096941,0.0003556996,0.0006309524,0.0007146788,0.0007119312,0.001623037],"category_scores_gemma":[0.02732761,0.000245797,0.0008618281,0.000513577,0.000496082,0.0004442571,0.0008844626,0.0004905229,0.0005300486],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003091263,"about_ca_system_score_gemma":0.0007060862,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001102611,"about_ca_topic_score_gemma":0.001296482,"domain_scores_codex":[0.9931011,0.003880488,0.000785127,0.0009092611,0.00114787,0.0001760699],"domain_scores_gemma":[0.9822385,0.009482812,0.001590407,0.001824125,0.004638188,0.0002257614],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.007084623,0.00617119,0.5368019,0.001350428,0.001549511,0.0003731207,0.002339973,0.006068312,0.02185441,0.0005538262,0.002230668,0.4136219],"study_design_scores_gemma":[0.002840369,0.02683702,0.8126535,0.0005623979,0.002513421,0.003282358,0.002005017,0.1207842,0.01929828,0.001005921,0.008011229,0.0002063183],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.9223109,0.0009394122,0.07120968,0.0001132461,0.0001125591,0.002984717,0.000756162,0.0002254314,0.001347865],"genre_scores_gemma":[0.948719,0.0003076336,0.0460414,0.0001052619,0.00004233899,0.002902259,0.00124663,0.00005924985,0.0005762451],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.01246822,"threshold_uncertainty_score":0.06593901,"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."}}