{"id":"W3129638880","doi":"10.3389/fpain.2021.606422","title":"Development and Validation of a Predictive Model of Pain Modulation Profile to Guide Chronic Pain Treatment: A Study Protocol","year":2021,"lang":"en","type":"article","venue":"Frontiers in Pain Research","topic":"Pain Management and Placebo Effect","field":"Neuroscience","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre Hospitalier Universitaire de Sherbrooke; Université de Sherbrooke","funders":"Canadian Institutes of Health Research","keywords":"Biopsychosocial model; Chronic pain; Medicine; Protocol (science); Physical therapy; Alternative medicine; Psychiatry; Pathology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.06627283,0.002363114,0.001979865,0.00131209,0.002196002,0.002090809,0.003078371,0.002667806,0.01454974],"category_scores_gemma":[0.07036258,0.001593722,0.003748145,0.001066123,0.001639148,0.001461296,0.002622311,0.003404047,0.00323838],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003523757,"about_ca_system_score_gemma":0.01617916,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002160183,"about_ca_topic_score_gemma":0.002284067,"domain_scores_codex":[0.982438,0.01101022,0.00201492,0.001842479,0.002179389,0.0005149298],"domain_scores_gemma":[0.959184,0.01753313,0.003426899,0.005345751,0.0134514,0.001058826],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.08423377,0.0533606,0.09586703,0.02062781,0.002685781,0.001238469,0.006772958,0.06451599,0.01070788,0.0273608,0.03160829,0.6010206],"study_design_scores_gemma":[0.08571406,0.1629351,0.2208543,0.02202495,0.008361516,0.001194783,0.005087771,0.2256546,0.03269344,0.04625082,0.1876043,0.001624323],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.04093271,0.0003554033,0.08007999,0.0003097643,0.0001609044,0.872601,0.003255119,0.000160234,0.002144877],"genre_scores_gemma":[0.02369462,0.0001743286,0.04699236,0.0001280367,0.00002451568,0.9270707,0.001419268,0.00001223221,0.0004839289],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.06627283,"threshold_uncertainty_score":0.3504884,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0989327017498858,"score_gpt":0.3835613492571503,"score_spread":0.2846286475072645,"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."}}