{"id":"W4200045134","doi":"10.3389/fpain.2021.788606","title":"Computer Mediated Automatic Detection of Pain-Related Behavior: Prospect, Progress, Perils","year":2021,"lang":"en","type":"article","venue":"Frontiers in Pain Research","topic":"Pain Management and Placebo Effect","field":"Neuroscience","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Northern British Columbia","funders":"National Institute of Nursing Research","keywords":"Psychology; Cognitive science; Data science; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02542502,0.0001672953,0.0003164748,0.0006033837,0.0001785975,0.0000982339,0.0004052919,0.0001524926,0.0001315479],"category_scores_gemma":[0.007065303,0.0001641023,0.00007872075,0.002218646,0.000419547,0.0001472625,0.0001821086,0.0006273894,0.00003506896],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000182558,"about_ca_system_score_gemma":0.000113575,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001712084,"about_ca_topic_score_gemma":0.00002202148,"domain_scores_codex":[0.9813,0.01603338,0.0004247329,0.0005749668,0.001005622,0.0006613131],"domain_scores_gemma":[0.9961752,0.003048944,0.00009473298,0.0004361163,0.0001431022,0.0001019113],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001196196,0.0008648886,0.3225632,0.000825471,0.00004785358,0.001010546,0.00127066,0.00007864541,0.09543807,0.0001608258,0.02933822,0.548282],"study_design_scores_gemma":[0.001177934,0.0004468818,0.03083371,0.0002701259,0.0000160606,0.000006985427,0.0004752646,0.9056712,0.0546151,0.0008817058,0.00526818,0.0003367995],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9227355,0.001620235,0.06561679,0.0008422291,0.001744752,0.004757695,0.00002137732,0.0004648021,0.00219663],"genre_scores_gemma":[0.9960319,0.00008703159,0.002650471,0.00008935732,0.00004649277,0.0003219879,0.00002083213,0.00003041684,0.00072151],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9055926,"threshold_uncertainty_score":0.8811854,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03712113391411594,"score_gpt":0.3184628411950554,"score_spread":0.2813417072809395,"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."}}